<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2026 Workiva-->
<!--r:d4914362-363f-4128-bca2-5b50650c654b,g:30384e85-aa25-4d8f-b4b0-947be3ef4d18-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://www.holley.com/role/CONSOLIDATEDBALANCESHEETS" xlink:type="simple" xlink:href="hlly-20251231.xsd#CONSOLIDATEDBALANCESHEETS"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/CONSOLIDATEDBALANCESHEETS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesAndStockholdersEquity_38c371a3-6c9b-48c6-a894-45e2b45294f8" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesAndStockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_007e9f03-15a6-4a82-a490-f13f0971810c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquity"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_38c371a3-6c9b-48c6-a894-45e2b45294f8" xlink:to="loc_us-gaap_StockholdersEquity_007e9f03-15a6-4a82-a490-f13f0971810c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommitmentsAndContingencies_0325f182-b771-4ddc-bd2b-9bf0d03569bb" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CommitmentsAndContingencies"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_38c371a3-6c9b-48c6-a894-45e2b45294f8" xlink:to="loc_us-gaap_CommitmentsAndContingencies_0325f182-b771-4ddc-bd2b-9bf0d03569bb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_eb4a5a9a-dfaa-4828-bae8-65f1424a40ee" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Liabilities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_38c371a3-6c9b-48c6-a894-45e2b45294f8" xlink:to="loc_us-gaap_Liabilities_eb4a5a9a-dfaa-4828-bae8-65f1424a40ee" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RetainedEarningsAccumulatedDeficit_ae51a7e6-ef78-47a4-84ec-e657fb5c6b64" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RetainedEarningsAccumulatedDeficit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:to="loc_us-gaap_RetainedEarningsAccumulatedDeficit_ae51a7e6-ef78-47a4-84ec-e657fb5c6b64" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_782bcffb-cacc-4db7-88ca-5fb7222ec2d1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:to="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_782bcffb-cacc-4db7-88ca-5fb7222ec2d1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AdditionalPaidInCapital_3735c73f-9e77-460d-a7ac-6b13a810b4d8" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AdditionalPaidInCapital"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:to="loc_us-gaap_AdditionalPaidInCapital_3735c73f-9e77-460d-a7ac-6b13a810b4d8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommonStockValue_2afc4f40-a9db-483c-8c3e-5fdd63746c41" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CommonStockValue"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:to="loc_us-gaap_CommonStockValue_2afc4f40-a9db-483c-8c3e-5fdd63746c41" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PreferredStockValue_23e6b4b9-69cf-4ea8-8c39-a6e1c46379d5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PreferredStockValue"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_a439de68-c2e7-43a3-a59f-06914de45f6c" xlink:to="loc_us-gaap_PreferredStockValue_23e6b4b9-69cf-4ea8-8c39-a6e1c46379d5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Liabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherLiabilitiesNoncurrent_d4058cd5-3786-4486-a87c-4fc04e748ef5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherLiabilitiesNoncurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_us-gaap_OtherLiabilitiesNoncurrent_d4058cd5-3786-4486-a87c-4fc04e748ef5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxLiabilitiesNet_eea0d1e8-b381-48db-9a61-11bfef9b3932" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxLiabilitiesNet"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_us-gaap_DeferredIncomeTaxLiabilitiesNet_eea0d1e8-b381-48db-9a61-11bfef9b3932" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent_5637bca8-71b3-493c-8890-83856e64d719" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent_5637bca8-71b3-493c-8890-83856e64d719" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_WarrantLiability_a10dac1b-1251-4970-896d-d3aaf5df160b" xlink:href="hlly-20251231.xsd#hlly_WarrantLiability"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_hlly_WarrantLiability_a10dac1b-1251-4970-896d-d3aaf5df160b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtNoncurrent_6fb419ef-688e-40d6-81e6-04c5064dea0e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtNoncurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_us-gaap_LongTermDebtNoncurrent_6fb419ef-688e-40d6-81e6-04c5064dea0e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_c4806ea6-450b-42d4-8674-97ae874ac240" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_cb190989-9c93-4a14-ba38-0347a5695b63" xlink:to="loc_us-gaap_LiabilitiesCurrent_c4806ea6-450b-42d4-8674-97ae874ac240" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_26a853e1-bc88-453c-ae4a-aa7d0bd780b6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsPayableCurrent_f773f1cf-3c30-449a-8dbd-6e0c4e5aa4cb" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccountsPayableCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_26a853e1-bc88-453c-ae4a-aa7d0bd780b6" xlink:to="loc_us-gaap_AccountsPayableCurrent_f773f1cf-3c30-449a-8dbd-6e0c4e5aa4cb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestPayableCurrent_bc36146c-885b-4470-abd8-2f4ad201a234" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InterestPayableCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_26a853e1-bc88-453c-ae4a-aa7d0bd780b6" xlink:to="loc_us-gaap_InterestPayableCurrent_bc36146c-885b-4470-abd8-2f4ad201a234" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedLiabilitiesCurrent_74246845-f30c-4679-b803-9baae09ef2f6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccruedLiabilitiesCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_26a853e1-bc88-453c-ae4a-aa7d0bd780b6" xlink:to="loc_us-gaap_AccruedLiabilitiesCurrent_74246845-f30c-4679-b803-9baae09ef2f6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtCurrent_7f3d402f-7586-47b9-b1ee-49a91b2087c7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_26a853e1-bc88-453c-ae4a-aa7d0bd780b6" xlink:to="loc_us-gaap_LongTermDebtCurrent_7f3d402f-7586-47b9-b1ee-49a91b2087c7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Assets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_f9c6dd76-28f6-400c-9b6d-21ee60c8669f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseRightOfUseAsset"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_f9c6dd76-28f6-400c-9b6d-21ee60c8669f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_c62c65af-189d-4ad6-8165-e4e0f274d3f1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IntangibleAssetsNetExcludingGoodwill"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:to="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_c62c65af-189d-4ad6-8165-e4e0f274d3f1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Goodwill_1c146089-d126-4993-82fe-ac45918d300e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Goodwill"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:to="loc_us-gaap_Goodwill_1c146089-d126-4993-82fe-ac45918d300e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentNet_af8ad93f-402e-47a9-88fb-46ded98751fd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PropertyPlantAndEquipmentNet"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:to="loc_us-gaap_PropertyPlantAndEquipmentNet_af8ad93f-402e-47a9-88fb-46ded98751fd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_9d042d67-d03c-4873-b74c-36f581146131" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AssetsCurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_b228127d-20b0-4d2c-9632-74bc851ad2f5" xlink:to="loc_us-gaap_AssetsCurrent_9d042d67-d03c-4873-b74c-36f581146131" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_658a61ff-054f-4158-a744-02cb3cb8ba53" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PrepaidExpenseAndOtherAssetsCurrent_3bb05e98-c20c-4e97-963d-50caab1a35dd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PrepaidExpenseAndOtherAssetsCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_658a61ff-054f-4158-a744-02cb3cb8ba53" xlink:to="loc_us-gaap_PrepaidExpenseAndOtherAssetsCurrent_3bb05e98-c20c-4e97-963d-50caab1a35dd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryNet_2df18d1e-41ac-4154-b829-cf8f9a80cb26" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryNet"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_658a61ff-054f-4158-a744-02cb3cb8ba53" xlink:to="loc_us-gaap_InventoryNet_2df18d1e-41ac-4154-b829-cf8f9a80cb26" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsAndOtherReceivablesNetCurrent_b62ea6a1-fb1a-4a8c-a2ab-55fda3104f5b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccountsAndOtherReceivablesNetCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_658a61ff-054f-4158-a744-02cb3cb8ba53" xlink:to="loc_us-gaap_AccountsAndOtherReceivablesNetCurrent_b62ea6a1-fb1a-4a8c-a2ab-55fda3104f5b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_af5a1798-3ac2-486c-8268-488450120933" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CashAndCashEquivalentsAtCarryingValue"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_658a61ff-054f-4158-a744-02cb3cb8ba53" xlink:to="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_af5a1798-3ac2-486c-8268-488450120933" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/CONSOLIDATEDSTATEMENTSOFCOMPREHENSIVEINCOMELOSS" xlink:type="simple" xlink:href="hlly-20251231.xsd#CONSOLIDATEDSTATEMENTSOFCOMPREHENSIVEINCOMELOSS"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/CONSOLIDATEDSTATEMENTSOFCOMPREHENSIVEINCOMELOSS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1_de9c9174-c0d8-4c96-a696-4db0e4e477e6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_86d57dee-a7bb-44d2-b08b-b03244e5c574" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1_de9c9174-c0d8-4c96-a696-4db0e4e477e6" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_86d57dee-a7bb-44d2-b08b-b03244e5c574" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_012487d7-7acd-48e6-b548-fe8225a78bcc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_458cf0f4-f3e6-4144-9760-fa4a688fab59" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxExpenseBenefit"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_012487d7-7acd-48e6-b548-fe8225a78bcc" xlink:to="loc_us-gaap_IncomeTaxExpenseBenefit_458cf0f4-f3e6-4144-9760-fa4a688fab59" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_e86e349c-c466-4b71-b783-4573aeaa1515" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_012487d7-7acd-48e6-b548-fe8225a78bcc" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_e86e349c-c466-4b71-b783-4573aeaa1515" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GrossProfit_1c61c500-3346-4407-8699-2df791e80be1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GrossProfit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostOfRevenue_8ee6146f-c060-49c4-a977-46ad3c0b595a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CostOfRevenue"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_GrossProfit_1c61c500-3346-4407-8699-2df791e80be1" xlink:to="loc_us-gaap_CostOfRevenue_8ee6146f-c060-49c4-a977-46ad3c0b595a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_05fe5a43-fc7f-4ec9-be03-514050d184a9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_GrossProfit_1c61c500-3346-4407-8699-2df791e80be1" xlink:to="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_05fe5a43-fc7f-4ec9-be03-514050d184a9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_eeffcaef-74ee-4892-bf78-0ecc7f796a04" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingExpenses_aa79d77b-dc2b-485b-8bf9-bf8438ff47a7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingExpenses"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_eeffcaef-74ee-4892-bf78-0ecc7f796a04" xlink:to="loc_us-gaap_OperatingExpenses_aa79d77b-dc2b-485b-8bf9-bf8438ff47a7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GrossProfit_8dcbdddb-0097-44a4-a108-d77415e597b5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GrossProfit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_eeffcaef-74ee-4892-bf78-0ecc7f796a04" xlink:to="loc_us-gaap_GrossProfit_8dcbdddb-0097-44a4-a108-d77415e597b5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTax_c7d7ceb2-5a24-4b7a-93b3-815461f20b1c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ComprehensiveIncomeNetOfTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_3936eb51-45d6-4aef-aa46-7953891b18a9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetIncomeLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_c7d7ceb2-5a24-4b7a-93b3-815461f20b1c" xlink:to="loc_us-gaap_NetIncomeLoss_3936eb51-45d6-4aef-aa46-7953891b18a9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1_7236a89a-3234-4682-a8ea-cc95edbc848a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_c7d7ceb2-5a24-4b7a-93b3-815461f20b1c" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossTaxPortionAttributableToParent1_7236a89a-3234-4682-a8ea-cc95edbc848a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NonoperatingIncomeExpense_dc9a1feb-5163-4646-ba91-96dccf9e78ba" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NonoperatingIncomeExpense"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestExpenseNonoperating_b684bc4d-fb57-43fc-917b-91a8d922f057" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InterestExpenseNonoperating"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NonoperatingIncomeExpense_dc9a1feb-5163-4646-ba91-96dccf9e78ba" xlink:to="loc_us-gaap_InterestExpenseNonoperating_b684bc4d-fb57-43fc-917b-91a8d922f057" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_f80947d4-40bf-4ec8-ac43-f0f5fff576e5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainsLossesOnExtinguishmentOfDebt"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NonoperatingIncomeExpense_dc9a1feb-5163-4646-ba91-96dccf9e78ba" xlink:to="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_f80947d4-40bf-4ec8-ac43-f0f5fff576e5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1_670aa296-2f4a-4e5e-aa86-11c74637d14a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NonoperatingIncomeExpense_dc9a1feb-5163-4646-ba91-96dccf9e78ba" xlink:to="loc_us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1_670aa296-2f4a-4e5e-aa86-11c74637d14a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FairValueAdjustmentOfWarrants_6f8a48f6-3872-4859-8de8-52eafd02913b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FairValueAdjustmentOfWarrants"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NonoperatingIncomeExpense_dc9a1feb-5163-4646-ba91-96dccf9e78ba" xlink:to="loc_us-gaap_FairValueAdjustmentOfWarrants_6f8a48f6-3872-4859-8de8-52eafd02913b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingExpenses"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SellingGeneralAndAdministrativeExpense_312842cf-b188-49a0-8944-9fa06e5c8aa2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_SellingGeneralAndAdministrativeExpense"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_SellingGeneralAndAdministrativeExpense_312842cf-b188-49a0-8944-9fa06e5c8aa2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ResearchAndDevelopmentExpense_a2b179c0-8bf1-4776-8592-2024809abd52" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ResearchAndDevelopmentExpense"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_ResearchAndDevelopmentExpense_a2b179c0-8bf1-4776-8592-2024809abd52" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfIntangibleAssets_aba8bcc2-0c29-4676-8252-fd700cfdce30" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AmortizationOfIntangibleAssets"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_AmortizationOfIntangibleAssets_aba8bcc2-0c29-4676-8252-fd700cfdce30" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill_7f125d59-9482-4a9c-b517-8bc4c83cfa6e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill_7f125d59-9482-4a9c-b517-8bc4c83cfa6e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GoodwillImpairmentLoss_bb9f21d7-bfc3-4828-8a74-32d0c68a865b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GoodwillImpairmentLoss"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_GoodwillImpairmentLoss_bb9f21d7-bfc3-4828-8a74-32d0c68a865b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RestructuringCosts_f80d0073-0dad-48b5-889c-0454c31a9211" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RestructuringCosts"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_RestructuringCosts_f80d0073-0dad-48b5-889c-0454c31a9211" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DisposalGroupNotDiscontinuedOperationLossGainOnWriteDown_64479b31-7fcb-45a0-8601-cfeb87afe249" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DisposalGroupNotDiscontinuedOperationLossGainOnWriteDown"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_DisposalGroupNotDiscontinuedOperationLossGainOnWriteDown_64479b31-7fcb-45a0-8601-cfeb87afe249" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherOperatingIncomeExpenseNet_cbe4dd21-b91c-4b79-ab35-fa32dd5d915e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherOperatingIncomeExpenseNet"/>
    <link:calculationArc order="8" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingExpenses_c88371d4-cab6-4064-8e58-545fb4ff63a6" xlink:to="loc_us-gaap_OtherOperatingIncomeExpenseNet_cbe4dd21-b91c-4b79-ab35-fa32dd5d915e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_2119099a-f21d-4bc1-ae10-42637b4448bc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_e6c3801c-5d81-49a6-aa49-62a775c17a39" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_2119099a-f21d-4bc1-ae10-42637b4448bc" xlink:to="loc_us-gaap_OperatingIncomeLoss_e6c3801c-5d81-49a6-aa49-62a775c17a39" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NonoperatingIncomeExpense_b0f153b4-39af-4906-854f-7f6e7c3381ec" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NonoperatingIncomeExpense"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_2119099a-f21d-4bc1-ae10-42637b4448bc" xlink:to="loc_us-gaap_NonoperatingIncomeExpense_b0f153b4-39af-4906-854f-7f6e7c3381ec" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/CONSOLIDATEDSTATEMENTSOFCASHFLOWS" xlink:type="simple" xlink:href="hlly-20251231.xsd#CONSOLIDATEDSTATEMENTSOFCASHFLOWS"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/CONSOLIDATEDSTATEMENTSOFCASHFLOWS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_1e886eb6-f854-4831-ad3c-be63764d566b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetIncomeLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_NetIncomeLoss_1e886eb6-f854-4831-ad3c-be63764d566b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Depreciation_95605a06-79a6-440f-8629-d465456e3404" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Depreciation"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_Depreciation_95605a06-79a6-440f-8629-d465456e3404" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfIntangibleAssets_7179656a-040e-4292-8066-9598c1cdc433" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AmortizationOfIntangibleAssets"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_AmortizationOfIntangibleAssets_7179656a-040e-4292-8066-9598c1cdc433" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill_ccf1e46c-1630-4069-9a7f-4ce93886050c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_ImpairmentOfIntangibleAssetsIndefinitelivedExcludingGoodwill_ccf1e46c-1630-4069-9a7f-4ce93886050c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GoodwillImpairmentLoss_de053b0e-18db-4c82-86f0-fca0e694c3f2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GoodwillImpairmentLoss"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_GoodwillImpairmentLoss_de053b0e-18db-4c82-86f0-fca0e694c3f2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfFinancingCosts_8a4d8976-d980-45ac-a1bf-8eecc1ec4684" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AmortizationOfFinancingCosts"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_AmortizationOfFinancingCosts_8a4d8976-d980-45ac-a1bf-8eecc1ec4684" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAssetAmortizationExpense_3a251e5e-a323-4958-8e6b-e7d705b16793" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseRightOfUseAssetAmortizationExpense"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAssetAmortizationExpense_3a251e5e-a323-4958-8e6b-e7d705b16793" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FairValueAdjustmentOfWarrants_bf93ddd1-0430-41b1-8bb8-a4f4e34b7f74" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FairValueAdjustmentOfWarrants"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_FairValueAdjustmentOfWarrants_bf93ddd1-0430-41b1-8bb8-a4f4e34b7f74" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1_dc6beab7-a9ee-421c-bc9d-c64fdcf08a96" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_BusinessCombinationContingentConsiderationArrangementsChangeInAmountOfContingentConsiderationLiability1_dc6beab7-a9ee-421c-bc9d-c64fdcf08a96" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_UnrealizedGainLossOnDerivatives_dedfbaf6-833b-4bfa-aeb3-348f9df02e5d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_UnrealizedGainLossOnDerivatives"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_UnrealizedGainLossOnDerivatives_dedfbaf6-833b-4bfa-aeb3-348f9df02e5d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EmployeeBenefitsAndShareBasedCompensation_6104ad35-4f04-4135-b576-812b5e010c4f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EmployeeBenefitsAndShareBasedCompensation"/>
    <link:calculationArc order="11" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_EmployeeBenefitsAndShareBasedCompensation_6104ad35-4f04-4135-b576-812b5e010c4f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInOtherDeferredLiability_4634ce0b-3204-449f-a8a8-7e126c172a9a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInOtherDeferredLiability"/>
    <link:calculationArc order="12" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInOtherDeferredLiability_4634ce0b-3204-449f-a8a8-7e126c172a9a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainLossOnSaleOfBusiness_1685bc3f-650d-4276-8dde-65eebd698fbc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainLossOnSaleOfBusiness"/>
    <link:calculationArc order="13" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_GainLossOnSaleOfBusiness_1685bc3f-650d-4276-8dde-65eebd698fbc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_971bd55a-e106-4210-a386-b074723f8f8b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainsLossesOnExtinguishmentOfDebt"/>
    <link:calculationArc order="14" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_971bd55a-e106-4210-a386-b074723f8f8b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainLossOnSaleOfPropertyPlantEquipment_7a0f01c7-576c-4d93-9256-6f6545a85172" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainLossOnSaleOfPropertyPlantEquipment"/>
    <link:calculationArc order="15" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_GainLossOnSaleOfPropertyPlantEquipment_7a0f01c7-576c-4d93-9256-6f6545a85172" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryWriteDown_ff5338e9-3de4-49a2-93b7-7ba97f26e2a9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryWriteDown"/>
    <link:calculationArc order="16" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_InventoryWriteDown_ff5338e9-3de4-49a2-93b7-7ba97f26e2a9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProvisionForDoubtfulAccounts_efe0c5e0-2948-4f92-be11-8afd52450181" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProvisionForDoubtfulAccounts"/>
    <link:calculationArc order="17" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_ProvisionForDoubtfulAccounts_efe0c5e0-2948-4f92-be11-8afd52450181" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInAccountsReceivable_630f912a-b683-4daa-b90f-976b441f7e31" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInAccountsReceivable"/>
    <link:calculationArc order="18" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInAccountsReceivable_630f912a-b683-4daa-b90f-976b441f7e31" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInInventories_ae618057-c6b2-4486-a058-219425b9dbd5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInInventories"/>
    <link:calculationArc order="19" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInInventories_ae618057-c6b2-4486-a058-219425b9dbd5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInPrepaidDeferredExpenseAndOtherAssets_2081c52d-ed59-42fd-95c0-1cdb3625d1ec" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInPrepaidDeferredExpenseAndOtherAssets"/>
    <link:calculationArc order="20" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInPrepaidDeferredExpenseAndOtherAssets_2081c52d-ed59-42fd-95c0-1cdb3625d1ec" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInAccountsPayable_c8680bef-84db-42d1-8734-96d01407ee89" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInAccountsPayable"/>
    <link:calculationArc order="21" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInAccountsPayable_c8680bef-84db-42d1-8734-96d01407ee89" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInInterestPayableNet_5125a9a0-d59e-4383-87e8-a56cdd3c9d0b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInInterestPayableNet"/>
    <link:calculationArc order="22" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInInterestPayableNet_5125a9a0-d59e-4383-87e8-a56cdd3c9d0b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInAccruedLiabilitiesAndOtherOperatingLiabilities_37d6ad10-2c0b-418b-855c-ee8372862483" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInAccruedLiabilitiesAndOtherOperatingLiabilities"/>
    <link:calculationArc order="23" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_d37c0135-b58e-4a73-8497-078bd1b26f20" xlink:to="loc_us-gaap_IncreaseDecreaseInAccruedLiabilitiesAndOtherOperatingLiabilities_37d6ad10-2c0b-418b-855c-ee8372862483" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_a26f5964-c054-425d-ad45-abc3ca8e2867" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_1e00144c-a94e-4984-a17b-7c4fc14b49c1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_a26f5964-c054-425d-ad45-abc3ca8e2867" xlink:to="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_1e00144c-a94e-4984-a17b-7c4fc14b49c1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_6fd4b802-98f6-46d0-9a0f-59bcf6549709" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_a26f5964-c054-425d-ad45-abc3ca8e2867" xlink:to="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_6fd4b802-98f6-46d0-9a0f-59bcf6549709" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_56c74976-1fa9-4e20-b2f6-e2c9980c1d1d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_a26f5964-c054-425d-ad45-abc3ca8e2867" xlink:to="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_56c74976-1fa9-4e20-b2f6-e2c9980c1d1d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_26bc15bb-3ee3-4004-90ec-b3f44ffd9446" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_a26f5964-c054-425d-ad45-abc3ca8e2867" xlink:to="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_26bc15bb-3ee3-4004-90ec-b3f44ffd9446" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_502712a5-a6de-494f-966d-6313c9cf3428" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_e83ba71b-f687-4898-8e86-77e60c7f0cdd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsToAcquirePropertyPlantAndEquipment"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_502712a5-a6de-494f-966d-6313c9cf3428" xlink:to="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_e83ba71b-f687-4898-8e86-77e60c7f0cdd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquireIntangibleAssets_1faaf71c-9553-4b79-a046-a1bccc05ed51" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsToAcquireIntangibleAssets"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_502712a5-a6de-494f-966d-6313c9cf3428" xlink:to="loc_us-gaap_PaymentsToAcquireIntangibleAssets_1faaf71c-9553-4b79-a046-a1bccc05ed51" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromDivestitureOfBusinesses_4cdbe088-6f08-4b6f-a988-efc30148c119" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromDivestitureOfBusinesses"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_502712a5-a6de-494f-966d-6313c9cf3428" xlink:to="loc_us-gaap_ProceedsFromDivestitureOfBusinesses_4cdbe088-6f08-4b6f-a988-efc30148c119" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment_c954d78e-39c5-494d-9ee8-67900551f459" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_502712a5-a6de-494f-966d-6313c9cf3428" xlink:to="loc_us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment_c954d78e-39c5-494d-9ee8-67900551f459" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLongTermDebt_3b182135-d687-4da1-ba2a-4884abdb12be" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RepaymentsOfLongTermDebt"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:to="loc_us-gaap_RepaymentsOfLongTermDebt_3b182135-d687-4da1-ba2a-4884abdb12be" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_PaymentsOfFinancingCostsNetOfAdjustments_abe998c2-ee07-4e20-8495-71500b168ff2" xlink:href="hlly-20251231.xsd#hlly_PaymentsOfFinancingCostsNetOfAdjustments"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:to="loc_hlly_PaymentsOfFinancingCostsNetOfAdjustments_abe998c2-ee07-4e20-8495-71500b168ff2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation_fb3695ee-636b-4e8c-bd26-c4009bbb2976" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:to="loc_us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation_fb3695ee-636b-4e8c-bd26-c4009bbb2976" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromLinesOfCredit_019cd168-1247-7d0b-bdbf-76afa706459f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromLinesOfCredit"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:to="loc_us-gaap_ProceedsFromLinesOfCredit_019cd168-1247-7d0b-bdbf-76afa706459f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLinesOfCredit_019cd168-1247-7964-b132-949916aa9acf" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RepaymentsOfLinesOfCredit"/>
    <link:calculationArc order="5" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_9e1e112d-0694-4586-9a04-70f9fb2a3b02" xlink:to="loc_us-gaap_RepaymentsOfLinesOfCredit_019cd168-1247-7964-b132-949916aa9acf" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INVENTORYDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INVENTORYDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INVENTORYDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryNet_8274eb50-68b1-4636-b9a6-cec36458b007" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryFinishedGoods_fdd85306-41b8-4089-bb84-be063cf83140" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryFinishedGoods"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_InventoryNet_8274eb50-68b1-4636-b9a6-cec36458b007" xlink:to="loc_us-gaap_InventoryFinishedGoods_fdd85306-41b8-4089-bb84-be063cf83140" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryWorkInProcess_ba5c88f4-d225-4769-b628-c40299f1a7b6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryWorkInProcess"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_InventoryNet_8274eb50-68b1-4636-b9a6-cec36458b007" xlink:to="loc_us-gaap_InventoryWorkInProcess_ba5c88f4-d225-4769-b628-c40299f1a7b6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryRawMaterials_ca7fc379-cb50-4150-b3aa-ac64eef47506" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryRawMaterials"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_InventoryNet_8274eb50-68b1-4636-b9a6-cec36458b007" xlink:to="loc_us-gaap_InventoryRawMaterials_ca7fc379-cb50-4150-b3aa-ac64eef47506" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/PROPERTYPLANTANDEQUIPMENTNETScheduleofPropertyPlantandEquipmentDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#PROPERTYPLANTANDEQUIPMENTNETScheduleofPropertyPlantandEquipmentDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/PROPERTYPLANTANDEQUIPMENTNETScheduleofPropertyPlantandEquipmentDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentNet_0bbd38f9-a598-4fd4-9961-0a1cd7863c70" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PropertyPlantAndEquipmentNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccumulatedDepreciationDepletionAndAmortizationPropertyPlantAndEquipment_2ec3e2bc-1e3f-4522-9759-2daf059215c9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccumulatedDepreciationDepletionAndAmortizationPropertyPlantAndEquipment"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_PropertyPlantAndEquipmentNet_0bbd38f9-a598-4fd4-9961-0a1cd7863c70" xlink:to="loc_us-gaap_AccumulatedDepreciationDepletionAndAmortizationPropertyPlantAndEquipment_2ec3e2bc-1e3f-4522-9759-2daf059215c9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentGross_36c78b8e-7467-4794-9c6e-1963db6a727c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PropertyPlantAndEquipmentGross"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_PropertyPlantAndEquipmentNet_0bbd38f9-a598-4fd4-9961-0a1cd7863c70" xlink:to="loc_us-gaap_PropertyPlantAndEquipmentGross_36c78b8e-7467-4794-9c6e-1963db6a727c" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/GOODWILLANDOTHERINTANGIBLEASSETSSummaryofIntangibleAssetsDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#GOODWILLANDOTHERINTANGIBLEASSETSSummaryofIntangibleAssetsDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/GOODWILLANDOTHERINTANGIBLEASSETSSummaryofIntangibleAssetsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsNet_aa4f8447-a2ea-4ee8-ad07-65dbaf351229" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsGross_bb453000-974a-449d-9c60-0ad3be528022" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsGross"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_aa4f8447-a2ea-4ee8-ad07-65dbaf351229" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsGross_bb453000-974a-449d-9c60-0ad3be528022" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAccumulatedAmortization_72421753-c8dd-40d3-bfac-674d027b0025" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAccumulatedAmortization"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_aa4f8447-a2ea-4ee8-ad07-65dbaf351229" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAccumulatedAmortization_72421753-c8dd-40d3-bfac-674d027b0025" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/GOODWILLANDOTHERINTANGIBLEASSETSScheduleofFinitelivedIntangibleAssetsFutureAmortizationExpenseDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#GOODWILLANDOTHERINTANGIBLEASSETSScheduleofFinitelivedIntangibleAssetsFutureAmortizationExpenseDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/GOODWILLANDOTHERINTANGIBLEASSETSScheduleofFinitelivedIntangibleAssetsFutureAmortizationExpenseDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseNextTwelveMonths_73fda75a-e076-4df9-860f-b184e90e3a88" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseNextTwelveMonths"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseNextTwelveMonths_73fda75a-e076-4df9-860f-b184e90e3a88" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearTwo_2a45a4ae-c422-40db-90bc-b3790b7bdfcd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearTwo"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearTwo_2a45a4ae-c422-40db-90bc-b3790b7bdfcd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_ce7b584a-e093-42ed-b90b-dadd4c58fedf" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearThree_ce7b584a-e093-42ed-b90b-dadd4c58fedf" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_47923e98-4a0e-4e14-885c-f1ee6ec3de5f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFour_47923e98-4a0e-4e14-885c-f1ee6ec3de5f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_265a0635-9d96-428c-b5e8-8b6f5983980d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseYearFive_265a0635-9d96-428c-b5e8-8b6f5983980d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_019c9924-cbcc-729b-9f52-78b0cc23beea" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FiniteLivedIntangibleAssetsNet_15d3aac1-944d-4676-a704-59a5e72aaf43" xlink:to="loc_us-gaap_FiniteLivedIntangibleAssetsAmortizationExpenseAfterYearFive_019c9924-cbcc-729b-9f52-78b0cc23beea" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/ACCRUEDLIABILITIESDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#ACCRUEDLIABILITIESDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/ACCRUEDLIABILITIESDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccruedLiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedEmployeeBenefitsCurrent_aa610ede-0277-4534-8185-18da759dd46e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccruedEmployeeBenefitsCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_us-gaap_AccruedEmployeeBenefitsCurrent_aa610ede-0277-4534-8185-18da759dd46e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_AccruedFreightCurrent_f2cbe43b-117a-4300-980b-c670d1b08759" xlink:href="hlly-20251231.xsd#hlly_AccruedFreightCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_hlly_AccruedFreightCurrent_f2cbe43b-117a-4300-980b-c670d1b08759" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAccruedLiabilitiesCurrent_ff3d64eb-82b8-4303-bda1-4e99b029b8fa" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherAccruedLiabilitiesCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_us-gaap_OtherAccruedLiabilitiesCurrent_ff3d64eb-82b8-4303-bda1-4e99b029b8fa" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_879e2d8b-866d-49f0-bd62-06629b77c0d6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_879e2d8b-866d-49f0-bd62-06629b77c0d6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedIncomeTaxesCurrent_5798b711-aa46-40e7-8861-f5e71598ab07" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccruedIncomeTaxesCurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_us-gaap_AccruedIncomeTaxesCurrent_5798b711-aa46-40e7-8861-f5e71598ab07" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_AccruedReturnsAndAllowancesCurrent_79211032-19d3-4015-b642-c6225aff9ffd" xlink:href="hlly-20251231.xsd#hlly_AccruedReturnsAndAllowancesCurrent"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_hlly_AccruedReturnsAndAllowancesCurrent_79211032-19d3-4015-b642-c6225aff9ffd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_LicenseAccrual_019c756e-97eb-7f76-a03b-c6283fe72328" xlink:href="hlly-20251231.xsd#hlly_LicenseAccrual"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AccruedLiabilitiesCurrent_3c589304-22ed-47db-9686-e9d1382a65a2" xlink:to="loc_hlly_LicenseAccrual_019c756e-97eb-7f76-a03b-c6283fe72328" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/DEBTScheduleofDebtDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#DEBTScheduleofDebtDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/DEBTScheduleofDebtDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_88ddb597-62be-48a0-9eb7-36bd088e1b43" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentCarryingAmount_786a2134-dec8-4a99-b9f3-5f0b1cfc99a2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DebtInstrumentCarryingAmount"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_88ddb597-62be-48a0-9eb7-36bd088e1b43" xlink:to="loc_us-gaap_DebtInstrumentCarryingAmount_786a2134-dec8-4a99-b9f3-5f0b1cfc99a2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiability_0adcf7b1-99cc-49ee-98fb-cbe1cb499b15" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FinanceLeaseLiability"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_88ddb597-62be-48a0-9eb7-36bd088e1b43" xlink:to="loc_us-gaap_FinanceLeaseLiability_0adcf7b1-99cc-49ee-98fb-cbe1cb499b15" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredFinanceCostsNet_019cc3cc-bfb2-7801-ab19-fdd2fca89458" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredFinanceCostsNet"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_88ddb597-62be-48a0-9eb7-36bd088e1b43" xlink:to="loc_us-gaap_DeferredFinanceCostsNet_019cc3cc-bfb2-7801-ab19-fdd2fca89458" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/DEBTScheduleofDebtDetails_1" xlink:type="simple" xlink:href="hlly-20251231.xsd#DEBTScheduleofDebtDetails_1"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/DEBTScheduleofDebtDetails_1" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_5c216e63-45a9-4252-a947-2cd4ac63c7d1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsCurrent_3d98b481-e3af-4a6a-8c98-2173a6bb079c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtAndCapitalLeaseObligationsCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_5c216e63-45a9-4252-a947-2cd4ac63c7d1" xlink:to="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsCurrent_3d98b481-e3af-4a6a-8c98-2173a6bb079c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtAndCapitalLeaseObligations_6d39106e-2736-4c4e-bef0-caab0d1e5034" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtAndCapitalLeaseObligations"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebtAndCapitalLeaseObligationsIncludingCurrentMaturities_5c216e63-45a9-4252-a947-2cd4ac63c7d1" xlink:to="loc_us-gaap_LongTermDebtAndCapitalLeaseObligations_6d39106e-2736-4c4e-bef0-caab0d1e5034" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/DEBTFutureMaturitiesofLongtermDebtandAmortizationofDebtIssuanceCostDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#DEBTFutureMaturitiesofLongtermDebtandAmortizationofDebtIssuanceCostDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/DEBTFutureMaturitiesofLongtermDebtandAmortizationofDebtIssuanceCostDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentCarryingAmount_cb77a89a-273f-440f-a7a3-fb213ae9fb15" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DebtInstrumentCarryingAmount"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths_51da9699-3959-4af5-aba5-5d9af3a75be6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtInstrumentCarryingAmount_cb77a89a-273f-440f-a7a3-fb213ae9fb15" xlink:to="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths_51da9699-3959-4af5-aba5-5d9af3a75be6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo_376cf851-5f58-44d6-b653-fff90d749cf4" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtInstrumentCarryingAmount_cb77a89a-273f-440f-a7a3-fb213ae9fb15" xlink:to="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo_376cf851-5f58-44d6-b653-fff90d749cf4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree_33ce4b5c-bb5d-4dec-be62-bc5e609db132" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtInstrumentCarryingAmount_cb77a89a-273f-440f-a7a3-fb213ae9fb15" xlink:to="loc_us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree_33ce4b5c-bb5d-4dec-be62-bc5e609db132" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredFinanceCostsNet_95f55d8c-f8dc-49cc-98d9-694465b08fcd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredFinanceCostsNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DebtIssuanceCostsAmortizationYearOne_1f7647cc-32b3-49bc-b210-2043558989af" xlink:href="hlly-20251231.xsd#hlly_DebtIssuanceCostsAmortizationYearOne"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredFinanceCostsNet_95f55d8c-f8dc-49cc-98d9-694465b08fcd" xlink:to="loc_hlly_DebtIssuanceCostsAmortizationYearOne_1f7647cc-32b3-49bc-b210-2043558989af" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DebtIssuanceCostsAmortizationYearTwo_466032fe-c80a-475a-91f5-e607d1587950" xlink:href="hlly-20251231.xsd#hlly_DebtIssuanceCostsAmortizationYearTwo"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredFinanceCostsNet_95f55d8c-f8dc-49cc-98d9-694465b08fcd" xlink:to="loc_hlly_DebtIssuanceCostsAmortizationYearTwo_466032fe-c80a-475a-91f5-e607d1587950" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DebtIssuanceCostsAmortizationYearThree_317d053b-a1bf-460c-a85a-14c92db5e5d7" xlink:href="hlly-20251231.xsd#hlly_DebtIssuanceCostsAmortizationYearThree"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredFinanceCostsNet_95f55d8c-f8dc-49cc-98d9-694465b08fcd" xlink:to="loc_hlly_DebtIssuanceCostsAmortizationYearThree_317d053b-a1bf-460c-a85a-14c92db5e5d7" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/FAIRVALUEMEASUREMENTSScheduleofFairValueAssetsandLiabilitiesMeasuredonRecurringBasisDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#FAIRVALUEMEASUREMENTSScheduleofFairValueAssetsandLiabilitiesMeasuredonRecurringBasisDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/FAIRVALUEMEASUREMENTSScheduleofFairValueAssetsandLiabilitiesMeasuredonRecurringBasisDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_019afee4-7b8f-713f-8939-d3693ae59c09" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_FinancialLiabilitiesFairValueDisclosure"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WarrantsAndRightsOutstanding_019afee4-7b8f-7a16-844c-8ea71ec1dc42" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_WarrantsAndRightsOutstanding"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_019afee4-7b8f-713f-8939-d3693ae59c09" xlink:to="loc_us-gaap_WarrantsAndRightsOutstanding_019afee4-7b8f-7a16-844c-8ea71ec1dc42" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent_019afee4-7b8f-7c43-b4bf-40881ab8a481" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_019afee4-7b8f-713f-8939-d3693ae59c09" xlink:to="loc_us-gaap_BusinessCombinationContingentConsiderationLiabilityNoncurrent_019afee4-7b8f-7c43-b4bf-40881ab8a481" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DerivativeLiabilities_019afee4-7b8f-7dad-bb17-249721639454" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DerivativeLiabilities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_019afee4-7b8f-713f-8939-d3693ae59c09" xlink:to="loc_us-gaap_DerivativeLiabilities_019afee4-7b8f-7dad-bb17-249721639454" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INCOMETAXESScheduleofComponentsofIncomeTaxExpenseBenefitDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INCOMETAXESScheduleofComponentsofIncomeTaxExpenseBenefitDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INCOMETAXESScheduleofComponentsofIncomeTaxExpenseBenefitDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_abf998be-3e27-4b06-9e0a-6affdb4462d7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxExpenseBenefit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredForeignIncomeTaxExpenseBenefit_d00ded30-c42e-4074-ac51-a3f3d5938214" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredForeignIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_abf998be-3e27-4b06-9e0a-6affdb4462d7" xlink:to="loc_us-gaap_DeferredForeignIncomeTaxExpenseBenefit_d00ded30-c42e-4074-ac51-a3f3d5938214" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredStateAndLocalIncomeTaxExpenseBenefit_6f8e33e9-f4f4-4449-b5df-1cd661d0b6dd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredStateAndLocalIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_abf998be-3e27-4b06-9e0a-6affdb4462d7" xlink:to="loc_us-gaap_DeferredStateAndLocalIncomeTaxExpenseBenefit_6f8e33e9-f4f4-4449-b5df-1cd661d0b6dd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredFederalIncomeTaxExpenseBenefit_83124e96-dc80-410a-a34c-86635580aee2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredFederalIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_abf998be-3e27-4b06-9e0a-6affdb4462d7" xlink:to="loc_us-gaap_DeferredFederalIncomeTaxExpenseBenefit_83124e96-dc80-410a-a34c-86635580aee2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_a38da656-0ddd-4850-9852-f999687546dc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxExpenseBenefit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_02b6de8f-d177-47b6-a061-c1ed6db27c05" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_a38da656-0ddd-4850-9852-f999687546dc" xlink:to="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_02b6de8f-d177-47b6-a061-c1ed6db27c05" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_1e76ae76-7d18-4400-ac61-30f246e505c0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CurrentIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_a38da656-0ddd-4850-9852-f999687546dc" xlink:to="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_1e76ae76-7d18-4400-ac61-30f246e505c0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_9edde280-3915-4893-88b1-8380a1b608fa" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CurrentIncomeTaxExpenseBenefit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CurrentForeignTaxExpenseBenefit_cb5b90b6-3b0b-41b1-ae64-c9ff5462dcae" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CurrentForeignTaxExpenseBenefit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_9edde280-3915-4893-88b1-8380a1b608fa" xlink:to="loc_us-gaap_CurrentForeignTaxExpenseBenefit_cb5b90b6-3b0b-41b1-ae64-c9ff5462dcae" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CurrentStateAndLocalTaxExpenseBenefit_afc257dc-443b-49fc-8951-16ebd56625f3" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CurrentStateAndLocalTaxExpenseBenefit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_9edde280-3915-4893-88b1-8380a1b608fa" xlink:to="loc_us-gaap_CurrentStateAndLocalTaxExpenseBenefit_afc257dc-443b-49fc-8951-16ebd56625f3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CurrentFederalTaxExpenseBenefit_dc70bfb3-5d85-43ee-9671-64737adcb6f6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CurrentFederalTaxExpenseBenefit"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CurrentIncomeTaxExpenseBenefit_9edde280-3915-4893-88b1-8380a1b608fa" xlink:to="loc_us-gaap_CurrentFederalTaxExpenseBenefit_dc70bfb3-5d85-43ee-9671-64737adcb6f6" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INCOMETAXESScheduleofIncomeBeforeIncomeTaxDomesticandForeignJurisdictionsDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INCOMETAXESScheduleofIncomeBeforeIncomeTaxDomesticandForeignJurisdictionsDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INCOMETAXESScheduleofIncomeBeforeIncomeTaxDomesticandForeignJurisdictionsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_40537296-5c5d-4376-ba16-0a9524e2765a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesForeign_d25786fc-a30c-478b-b489-35f13c670871" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesForeign"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_40537296-5c5d-4376-ba16-0a9524e2765a" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesForeign_d25786fc-a30c-478b-b489-35f13c670871" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesDomestic_8159aa76-4527-4f34-8550-99e35673f285" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesDomestic"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_40537296-5c5d-4376-ba16-0a9524e2765a" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesDomestic_8159aa76-4527-4f34-8550-99e35673f285" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INCOMETAXESScheduleofProvisionandEffectiveTaxRatesDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INCOMETAXESScheduleofProvisionandEffectiveTaxRatesDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INCOMETAXESScheduleofProvisionandEffectiveTaxRatesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateContinuingOperations"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate_019c8b36-0bff-7789-9043-5769b6aa206f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate_019c8b36-0bff-7789-9043-5769b6aa206f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationStateAndLocalIncomeTaxes_019c8b36-0bff-7991-b466-db045d981fe9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationStateAndLocalIncomeTaxes"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationStateAndLocalIncomeTaxes_019c8b36-0bff-7991-b466-db045d981fe9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationChangeInEnactedTaxRate_019c8b36-0bff-73c3-b6c8-93a9015c027e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationChangeInEnactedTaxRate"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationChangeInEnactedTaxRate_019c8b36-0bff-73c3-b6c8-93a9015c027e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationForeignIncomeTaxRateDifferential_019c8b36-0bff-7e66-a7b1-4a4ecc2e9d74" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationForeignIncomeTaxRateDifferential"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationForeignIncomeTaxRateDifferential_019c8b36-0bff-7e66-a7b1-4a4ecc2e9d74" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationOtherAdjustments_019c8b36-0bff-7b7e-88f4-d663e1aa84cd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationOtherAdjustments"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationOtherAdjustments_019c8b36-0bff-7b7e-88f4-d663e1aa84cd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationFdiiPercent_019c8b36-0bff-7aed-bb0b-72cd051b395d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationFdiiPercent"/>
    <link:calculationArc order="6" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationFdiiPercent_019c8b36-0bff-7aed-bb0b-72cd051b395d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsResearch_019c8b36-0bff-7302-a0af-fdd5798e70c8" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsResearch"/>
    <link:calculationArc order="7" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsResearch_019c8b36-0bff-7302-a0af-fdd5798e70c8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsOther_019c8b36-0bff-7fdd-95c8-4ba0cb0a79e9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsOther"/>
    <link:calculationArc order="8" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxCreditsOther_019c8b36-0bff-7fdd-95c8-4ba0cb0a79e9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationChangeInDeferredTaxAssetsValuationAllowance_019c8b36-0bff-7532-bdbe-41054a800be0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationChangeInDeferredTaxAssetsValuationAllowance"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationChangeInDeferredTaxAssetsValuationAllowance_019c8b36-0bff-7532-bdbe-41054a800be0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseImpairmentLosses_019c8b36-0bff-7ec4-813d-bd13656bc387" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseImpairmentLosses"/>
    <link:calculationArc order="10" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseImpairmentLosses_019c8b36-0bff-7ec4-813d-bd13656bc387" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationEarnOutsPercent_019c8b36-0bff-706e-a624-6dbaea61871b" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationEarnOutsPercent"/>
    <link:calculationArc order="11" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationEarnOutsPercent_019c8b36-0bff-706e-a624-6dbaea61871b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsPercent_019c8b36-0bff-72c8-947f-64f952426ed2" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsPercent"/>
    <link:calculationArc order="12" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsPercent_019c8b36-0bff-72c8-947f-64f952426ed2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationPercent_019c8b36-0bff-74df-8f19-18b3793c5f83" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationPercent"/>
    <link:calculationArc order="13" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationPercent_019c8b36-0bff-74df-8f19-18b3793c5f83" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseShareBasedCompensationCost_019c8b36-0bff-7ef2-8fd6-c202cf49c527" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseShareBasedCompensationCost"/>
    <link:calculationArc order="14" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseShareBasedCompensationCost_019c8b36-0bff-7ef2-8fd6-c202cf49c527" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseOther_019c8b36-0bff-763b-a8db-4add16e73a08" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseOther"/>
    <link:calculationArc order="15" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseOther_019c8b36-0bff-763b-a8db-4add16e73a08" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxContingencies_019c8b36-0bff-779b-b376-7d46a54f9b9b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationTaxContingencies"/>
    <link:calculationArc order="16" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_EffectiveIncomeTaxRateContinuingOperations_019c8b36-0bff-7922-9ac8-7fb0259d2892" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationTaxContingencies_019c8b36-0bff-779b-b376-7d46a54f9b9b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxExpenseBenefit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationIncomeTaxExpenseBenefitAtFederalStatutoryIncomeTaxRate_7ae75233-e343-442e-8d67-004ca683139d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationIncomeTaxExpenseBenefitAtFederalStatutoryIncomeTaxRate"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationIncomeTaxExpenseBenefitAtFederalStatutoryIncomeTaxRate_7ae75233-e343-442e-8d67-004ca683139d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationStateAndLocalIncomeTaxes_29bf8ec1-d83a-4ded-a53a-b215609580e7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationStateAndLocalIncomeTaxes"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationStateAndLocalIncomeTaxes_29bf8ec1-d83a-4ded-a53a-b215609580e7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationChangeInEnactedTaxRate_6f531eec-208f-43b0-8145-026dcb63ae8e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationChangeInEnactedTaxRate"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationChangeInEnactedTaxRate_6f531eec-208f-43b0-8145-026dcb63ae8e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationForeignIncomeTaxRateDifferential_1e577964-4adb-4029-baa7-1441ca8a7223" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationForeignIncomeTaxRateDifferential"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationForeignIncomeTaxRateDifferential_1e577964-4adb-4029-baa7-1441ca8a7223" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationOtherAdjustments_700d0d75-5e64-4257-ad4f-cc51dec3927c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationOtherAdjustments"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationOtherAdjustments_700d0d75-5e64-4257-ad4f-cc51dec3927c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectiveIncomeTaxRateReconciliationFdiiAmount_c286f4c8-2b43-4f4c-b7f5-abec8c975250" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectiveIncomeTaxRateReconciliationFdiiAmount"/>
    <link:calculationArc order="6" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_EffectiveIncomeTaxRateReconciliationFdiiAmount_c286f4c8-2b43-4f4c-b7f5-abec8c975250" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationTaxCreditsResearch_a569fcae-1aac-4a61-9869-2add515042d7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationTaxCreditsResearch"/>
    <link:calculationArc order="7" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationTaxCreditsResearch_a569fcae-1aac-4a61-9869-2add515042d7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationTaxCreditsOther_8103e046-b2b7-4eb6-a139-dbf951a83485" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationTaxCreditsOther"/>
    <link:calculationArc order="8" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationTaxCreditsOther_8103e046-b2b7-4eb6-a139-dbf951a83485" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationChangeInDeferredTaxAssetsValuationAllowance_0201fd55-65ce-4082-aa42-b26bbe682bfb" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationChangeInDeferredTaxAssetsValuationAllowance"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationChangeInDeferredTaxAssetsValuationAllowance_0201fd55-65ce-4082-aa42-b26bbe682bfb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseImpairmentLosses_35364f10-dc21-47c1-851a-3f284567bf47" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationNondeductibleExpenseImpairmentLosses"/>
    <link:calculationArc order="10" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseImpairmentLosses_35364f10-dc21-47c1-851a-3f284567bf47" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationEarnOutsAmount_b5b91660-5fb9-4e05-9507-bafefd1996d2" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationEarnOutsAmount"/>
    <link:calculationArc order="11" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationEarnOutsAmount_b5b91660-5fb9-4e05-9507-bafefd1996d2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsAmount_84249b5c-582d-42fc-83e7-f784628dc504" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsAmount"/>
    <link:calculationArc order="12" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationChangeInFairValueOfWarrantsAmount_84249b5c-582d-42fc-83e7-f784628dc504" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationAmount_e50d07fe-a326-40f4-acd7-b3d426207734" xlink:href="hlly-20251231.xsd#hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationAmount"/>
    <link:calculationArc order="13" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_hlly_EffectiveIncomeTaxRateReconciliationNondeductibleExpenseSection162mLimitationAmount_e50d07fe-a326-40f4-acd7-b3d426207734" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseShareBasedCompensationCost_2821028f-7c2f-4644-b326-caa573f77b86" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationNondeductibleExpenseShareBasedCompensationCost"/>
    <link:calculationArc order="14" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseShareBasedCompensationCost_2821028f-7c2f-4644-b326-caa573f77b86" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseOther_019c8b35-d1c2-7773-88b5-6a744cc43851" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationNondeductibleExpenseOther"/>
    <link:calculationArc order="15" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationNondeductibleExpenseOther_019c8b35-d1c2-7773-88b5-6a744cc43851" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxReconciliationTaxContingencies_019c8b35-d1c2-78e4-b11e-e1e87f9d094e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxReconciliationTaxContingencies"/>
    <link:calculationArc order="16" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxExpenseBenefit_123d3bf2-8981-43bd-b1c2-500779501d85" xlink:to="loc_us-gaap_IncomeTaxReconciliationTaxContingencies_019c8b35-d1c2-78e4-b11e-e1e87f9d094e" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INCOMETAXESScheduleofComponentsofIncomeTaxPaidDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INCOMETAXESScheduleofComponentsofIncomeTaxPaidDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INCOMETAXESScheduleofComponentsofIncomeTaxPaidDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxesPaidNet_019c8b41-0fdb-7346-b05d-c5b724c9a12a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxesPaidNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxPaidFederalAfterRefundReceived_019c8b41-0fdb-7358-becd-30cff7a87b2b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxPaidFederalAfterRefundReceived"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxesPaidNet_019c8b41-0fdb-7346-b05d-c5b724c9a12a" xlink:to="loc_us-gaap_IncomeTaxPaidFederalAfterRefundReceived_019c8b41-0fdb-7358-becd-30cff7a87b2b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxPaidStateAndLocalAfterRefundReceived_019c8b41-0fdb-7d0f-9bbc-a160e071ac5e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxPaidStateAndLocalAfterRefundReceived"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxesPaidNet_019c8b41-0fdb-7346-b05d-c5b724c9a12a" xlink:to="loc_us-gaap_IncomeTaxPaidStateAndLocalAfterRefundReceived_019c8b41-0fdb-7d0f-9bbc-a160e071ac5e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxPaidForeignAfterRefundReceived_019c8b41-0fdb-7666-aa6d-568796a5024b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxPaidForeignAfterRefundReceived"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeTaxesPaidNet_019c8b41-0fdb-7346-b05d-c5b724c9a12a" xlink:to="loc_us-gaap_IncomeTaxPaidForeignAfterRefundReceived_019c8b41-0fdb-7666-aa6d-568796a5024b" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/INCOMETAXESScheduleofDeferredTaxAssetsandLiabilitiesDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#INCOMETAXESScheduleofDeferredTaxAssetsandLiabilitiesDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/INCOMETAXESScheduleofDeferredTaxAssetsandLiabilitiesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsGross"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxAssetsLiabilitiesNotYetDeductible_a8fa39fe-66e8-45cd-9ffe-7c87f2aa18f0" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxAssetsLiabilitiesNotYetDeductible"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_hlly_DeferredTaxAssetsLiabilitiesNotYetDeductible_a8fa39fe-66e8-45cd-9ffe-7c87f2aa18f0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxAssetsReservesOnAssets_f0dc2958-7efb-42d4-befd-332d77214aca" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxAssetsReservesOnAssets"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_hlly_DeferredTaxAssetsReservesOnAssets_f0dc2958-7efb-42d4-befd-332d77214aca" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsOther_bffd7186-2b98-4cba-a701-d9257436dd49" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsOther"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_us-gaap_DeferredTaxAssetsOther_bffd7186-2b98-4cba-a701-d9257436dd49" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsOperatingLossCarryforwards_30f7835a-4268-44ae-85fd-938c27c69da8" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsOperatingLossCarryforwards"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_us-gaap_DeferredTaxAssetsOperatingLossCarryforwards_30f7835a-4268-44ae-85fd-938c27c69da8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsTaxCreditCarryforwardsResearch_7ab727a2-3e1d-47bf-9749-6dc83faa3ee0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsTaxCreditCarryforwardsResearch"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_us-gaap_DeferredTaxAssetsTaxCreditCarryforwardsResearch_7ab727a2-3e1d-47bf-9749-6dc83faa3ee0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxAssetsRightOfUseLiability_339ab537-c164-4563-b3b7-38c918b791c7" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxAssetsRightOfUseLiability"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_hlly_DeferredTaxAssetsRightOfUseLiability_339ab537-c164-4563-b3b7-38c918b791c7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxAssetsInterestExpenseLimitation_b2354781-9a81-4711-aabc-2dfc558b11e2" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxAssetsInterestExpenseLimitation"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_hlly_DeferredTaxAssetsInterestExpenseLimitation_b2354781-9a81-4711-aabc-2dfc558b11e2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxAssetsCapitalizedInterest_019c8b48-9b50-7abe-93bb-090c3b10305f" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxAssetsCapitalizedInterest"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsGross_7a4fdf07-1330-4e0d-ac58-1c02d7e8bb53" xlink:to="loc_hlly_DeferredTaxAssetsCapitalizedInterest_019c8b48-9b50-7abe-93bb-090c3b10305f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxLiabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxLiabilitiesLeasingArrangements_44f96bee-fae9-4170-9321-82012f140739" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxLiabilitiesLeasingArrangements"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:to="loc_us-gaap_DeferredTaxLiabilitiesLeasingArrangements_44f96bee-fae9-4170-9321-82012f140739" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxLiabilitiesPropertyPlantAndEquipment_1ed14691-c73c-4b3a-b88e-e3b1347dc32b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxLiabilitiesPropertyPlantAndEquipment"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:to="loc_us-gaap_DeferredTaxLiabilitiesPropertyPlantAndEquipment_1ed14691-c73c-4b3a-b88e-e3b1347dc32b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsGoodwill_34736475-e07e-4f9c-925d-4083221c16ba" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsGoodwill"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:to="loc_us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsGoodwill_34736475-e07e-4f9c-925d-4083221c16ba" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsIntangibleAssets_542a6bcd-e4bd-4328-ba37-45cf5a21befd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsIntangibleAssets"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:to="loc_us-gaap_DeferredTaxLiabilitiesGoodwillAndIntangibleAssetsIntangibleAssets_542a6bcd-e4bd-4328-ba37-45cf5a21befd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_hlly_DeferredTaxLiabilitiesTradename_ca1900f3-72c1-41d3-93e8-a360c2249409" xlink:href="hlly-20251231.xsd#hlly_DeferredTaxLiabilitiesTradename"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredIncomeTaxLiabilities_c27f1ac8-385c-4de1-8c72-a7c4eb7d5396" xlink:to="loc_hlly_DeferredTaxLiabilitiesTradename_ca1900f3-72c1-41d3-93e8-a360c2249409" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsNet_d40f7cb8-ac8b-40e7-a1fb-c12d58f20f06" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsValuationAllowance_4c254c2b-9f9d-43b6-bcc3-50ac28f1ff6c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsValuationAllowance"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsNet_d40f7cb8-ac8b-40e7-a1fb-c12d58f20f06" xlink:to="loc_us-gaap_DeferredTaxAssetsValuationAllowance_4c254c2b-9f9d-43b6-bcc3-50ac28f1ff6c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsGross_b9103e72-bb13-43c1-9dd8-595dc37707dc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsGross"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxAssetsNet_d40f7cb8-ac8b-40e7-a1fb-c12d58f20f06" xlink:to="loc_us-gaap_DeferredTaxAssetsGross_b9103e72-bb13-43c1-9dd8-595dc37707dc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxLiabilities_58f995c9-dcd5-4c48-8a53-86c365faca53" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxLiabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsValuationAllowance_fa6817c1-74aa-4318-85fd-e8c2d49b352c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsValuationAllowance"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxLiabilities_58f995c9-dcd5-4c48-8a53-86c365faca53" xlink:to="loc_us-gaap_DeferredTaxAssetsValuationAllowance_fa6817c1-74aa-4318-85fd-e8c2d49b352c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredTaxAssetsGross_7121d15a-9c83-465c-98df-1ca581c77ad4" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredTaxAssetsGross"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxLiabilities_58f995c9-dcd5-4c48-8a53-86c365faca53" xlink:to="loc_us-gaap_DeferredTaxAssetsGross_7121d15a-9c83-465c-98df-1ca581c77ad4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxLiabilities_47975dac-5b49-42b8-b359-f87047d63206" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxLiabilities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DeferredTaxLiabilities_58f995c9-dcd5-4c48-8a53-86c365faca53" xlink:to="loc_us-gaap_DeferredIncomeTaxLiabilities_47975dac-5b49-42b8-b359-f87047d63206" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/EARNINGSPERSHAREScheduleofBasicandDilutedEarningPerShareDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#EARNINGSPERSHAREScheduleofBasicandDilutedEarningPerShareDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/EARNINGSPERSHAREScheduleofBasicandDilutedEarningPerShareDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_77beaff8-8dec-4706-8158-b27afca35153" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_12bdc647-bb51-420d-b40e-470e2ee2dd93" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_77beaff8-8dec-4706-8158-b27afca35153" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_12bdc647-bb51-420d-b40e-470e2ee2dd93" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_0c8b6d84-2131-491b-8d21-25b461a3858e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_WeightedAverageNumberOfSharesOutstandingBasic"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_77beaff8-8dec-4706-8158-b27afca35153" xlink:to="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_0c8b6d84-2131-491b-8d21-25b461a3858e" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/LEASECOMMITMENTSScheduleofOperatingLeaseAssetsandObligationsDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#LEASECOMMITMENTSScheduleofOperatingLeaseAssetsandObligationsDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/LEASECOMMITMENTSScheduleofOperatingLeaseAssetsandObligationsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiability_462ab56a-7513-48bd-9927-477239619e82" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiability"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_cfef445f-f076-4fe9-a70e-0a3b748f0262" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingLeaseLiability_462ab56a-7513-48bd-9927-477239619e82" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_cfef445f-f076-4fe9-a70e-0a3b748f0262" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_10aa2200-4860-436b-97cc-a66cf610a432" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingLeaseLiability_462ab56a-7513-48bd-9927-477239619e82" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_10aa2200-4860-436b-97cc-a66cf610a432" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/LEASECOMMITMENTSScheduleofOperatingLeaseExpenseSupplementalCashFlowInformationDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#LEASECOMMITMENTSScheduleofOperatingLeaseExpenseSupplementalCashFlowInformationDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/LEASECOMMITMENTSScheduleofOperatingLeaseExpenseSupplementalCashFlowInformationDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LeaseCost_2da967e7-39d3-459d-9329-a186a7283dbf" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LeaseCost"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_VariableLeaseCost_cc59a4fc-6ebd-4092-be60-a556621f9dd6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_VariableLeaseCost"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_2da967e7-39d3-459d-9329-a186a7283dbf" xlink:to="loc_us-gaap_VariableLeaseCost_cc59a4fc-6ebd-4092-be60-a556621f9dd6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ShortTermLeaseCost_3aa2787e-d70c-48aa-93eb-2fc56382e147" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ShortTermLeaseCost"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_2da967e7-39d3-459d-9329-a186a7283dbf" xlink:to="loc_us-gaap_ShortTermLeaseCost_3aa2787e-d70c-48aa-93eb-2fc56382e147" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseCost_ca675a7d-e421-4148-9fe9-f4ff178fd24c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseCost"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_2da967e7-39d3-459d-9329-a186a7283dbf" xlink:to="loc_us-gaap_OperatingLeaseCost_ca675a7d-e421-4148-9fe9-f4ff178fd24c" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails" xlink:type="simple" xlink:href="hlly-20251231.xsd#LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths_2c87bac8-47b7-4eda-9a44-ab6ccdcd1483" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths_2c87bac8-47b7-4eda-9a44-ab6ccdcd1483" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_95449d35-5be3-4a1e-959b-67bc424645b1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_95449d35-5be3-4a1e-959b-67bc424645b1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_a2dc93d0-251b-4537-9144-b92267a7db65" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_a2dc93d0-251b-4537-9144-b92267a7db65" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_b60bcab5-4d95-46ec-911f-8d87a6aae94a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_b60bcab5-4d95-46ec-911f-8d87a6aae94a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive_f5f1feca-c041-4f90-9d8b-916eaf1cf765" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive_f5f1feca-c041-4f90-9d8b-916eaf1cf765" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive_6aa74446-263b-4a3f-af64-b4664dab3f7c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_69a8a9a7-6962-40f2-b56b-c2f5adb4894c" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive_6aa74446-263b-4a3f-af64-b4664dab3f7c" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.holley.com/role/LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails_1" xlink:type="simple" xlink:href="hlly-20251231.xsd#LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails_1"/>
  <link:calculationLink xlink:role="http://www.holley.com/role/LEASECOMMITMENTSScheduleofFutureMinimumRentalPaymentsforOperatingLeasesDetails_1" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_4d185027-1fe5-4432-9f57-4aff42ab8deb" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount_53ec6400-a635-40aa-892c-f06db4383b22" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_4d185027-1fe5-4432-9f57-4aff42ab8deb" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount_53ec6400-a635-40aa-892c-f06db4383b22" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiability_985e3120-5e1f-4846-83d3-f96d4ea2be51" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiability"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_4d185027-1fe5-4432-9f57-4aff42ab8deb" xlink:to="loc_us-gaap_OperatingLeaseLiability_985e3120-5e1f-4846-83d3-f96d4ea2be51" xlink:type="arc"/>
  </link:calculationLink>
</link:linkbase>
