diff --git a/__tests__/cacheHttpsClient.test.ts b/__tests__/cacheHttpsClient.test.ts
index 362beb4..da7a2d1 100644
--- a/__tests__/cacheHttpsClient.test.ts
+++ b/__tests__/cacheHttpsClient.test.ts
@@ -1,4 +1,4 @@
-import { getCacheVersion } from "../src/cacheHttpClient";
+import { getCacheVersion, retry } from "../src/cacheHttpClient";
 import { CompressionMethod, Inputs } from "../src/constants";
 import * as testUtils from "../src/utils/testUtils";
 
@@ -37,3 +37,141 @@ test("getCacheVersion with gzip compression does not change vesion", async () =>
 test("getCacheVersion with no input throws", async () => {
     expect(() => getCacheVersion()).toThrow();
 });
+
+interface TestResponse {
+    statusCode: number;
+    result: string | null;
+}
+
+function handleResponse(
+    response: TestResponse | undefined
+): Promise<TestResponse> {
+    if (!response) {
+        fail("Retry method called too many times");
+    }
+
+    if (response.statusCode === 999) {
+        throw Error("Test Error");
+    } else {
+        return Promise.resolve(response);
+    }
+}
+
+async function testRetryExpectingResult(
+    responses: Array<TestResponse>,
+    expectedResult: string | null
+): Promise<void> {
+    responses = responses.reverse(); // Reverse responses since we pop from end
+
+    const actualResult = await retry(
+        "test",
+        () => handleResponse(responses.pop()),
+        (response: TestResponse) => response.statusCode
+    );
+
+    expect(actualResult.result).toEqual(expectedResult);
+}
+
+async function testRetryExpectingError(
+    responses: Array<TestResponse>
+): Promise<void> {
+    responses = responses.reverse(); // Reverse responses since we pop from end
+
+    expect(
+        retry(
+            "test",
+            () => handleResponse(responses.pop()),
+            (response: TestResponse) => response.statusCode
+        )
+    ).rejects.toBeInstanceOf(Error);
+}
+
+test("retry works on successful response", async () => {
+    await testRetryExpectingResult(
+        [
+            {
+                statusCode: 200,
+                result: "Ok"
+            }
+        ],
+        "Ok"
+    );
+});
+
+test("retry works after retryable status code", async () => {
+    await testRetryExpectingResult(
+        [
+            {
+                statusCode: 503,
+                result: null
+            },
+            {
+                statusCode: 200,
+                result: "Ok"
+            }
+        ],
+        "Ok"
+    );
+});
+
+test("retry fails after exhausting retries", async () => {
+    await testRetryExpectingError([
+        {
+            statusCode: 503,
+            result: null
+        },
+        {
+            statusCode: 503,
+            result: null
+        },
+        {
+            statusCode: 200,
+            result: "Ok"
+        }
+    ]);
+});
+
+test("retry fails after non-retryable status code", async () => {
+    await testRetryExpectingError([
+        {
+            statusCode: 500,
+            result: null
+        },
+        {
+            statusCode: 200,
+            result: "Ok"
+        }
+    ]);
+});
+
+test("retry works after error", async () => {
+    await testRetryExpectingResult(
+        [
+            {
+                statusCode: 999,
+                result: null
+            },
+            {
+                statusCode: 200,
+                result: "Ok"
+            }
+        ],
+        "Ok"
+    );
+});
+
+test("retry returns after client error", async () => {
+    await testRetryExpectingResult(
+        [
+            {
+                statusCode: 400,
+                result: null
+            },
+            {
+                statusCode: 200,
+                result: "Ok"
+            }
+        ],
+        null
+    );
+});
diff --git a/dist/restore/index.js b/dist/restore/index.js
index 59a1b57..f558f99 100644
--- a/dist/restore/index.js
+++ b/dist/restore/index.js
@@ -2197,6 +2197,12 @@ function isSuccessStatusCode(statusCode) {
     }
     return statusCode >= 200 && statusCode < 300;
 }
+function isServerErrorStatusCode(statusCode) {
+    if (!statusCode) {
+        return true;
+    }
+    return statusCode >= 500;
+}
 function isRetryableStatusCode(statusCode) {
     if (!statusCode) {
         return false;
@@ -2246,13 +2252,57 @@ function getCacheVersion(compressionMethod) {
         .digest("hex");
 }
 exports.getCacheVersion = getCacheVersion;
+function retry(name, method, getStatusCode, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        let response = undefined;
+        let statusCode = undefined;
+        let isRetryable = false;
+        let errorMessage = "";
+        let attempt = 1;
+        while (attempt <= maxAttempts) {
+            try {
+                response = yield method();
+                statusCode = getStatusCode(response);
+                if (!isServerErrorStatusCode(statusCode)) {
+                    return response;
+                }
+                isRetryable = isRetryableStatusCode(statusCode);
+                errorMessage = `Cache service responded with ${statusCode}`;
+            }
+            catch (error) {
+                isRetryable = true;
+                errorMessage = error.message;
+            }
+            core.debug(`${name} - Attempt ${attempt} of ${maxAttempts} failed with error: ${errorMessage}`);
+            if (!isRetryable) {
+                core.debug(`${name} - Error is not retryable`);
+                break;
+            }
+            attempt++;
+        }
+        throw Error(`${name} failed: ${errorMessage}`);
+    });
+}
+exports.retry = retry;
+function retryTypedResponse(name, method, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        return yield retry(name, method, (response) => response.statusCode, maxAttempts);
+    });
+}
+exports.retryTypedResponse = retryTypedResponse;
+function retryHttpClientResponse(name, method, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        return yield retry(name, method, (response) => response.message.statusCode, maxAttempts);
+    });
+}
+exports.retryHttpClientResponse = retryHttpClientResponse;
 function getCacheEntry(keys, options) {
     var _a, _b;
     return __awaiter(this, void 0, void 0, function* () {
         const httpClient = createHttpClient();
         const version = getCacheVersion((_a = options) === null || _a === void 0 ? void 0 : _a.compressionMethod);
         const resource = `cache?keys=${encodeURIComponent(keys.join(","))}&version=${version}`;
-        const response = yield httpClient.getJson(getCacheApiUrl(resource));
+        const response = yield retryTypedResponse("getCacheEntry", () => httpClient.getJson(getCacheApiUrl(resource)));
         if (response.statusCode === 204) {
             return null;
         }
@@ -2281,7 +2331,7 @@ function downloadCache(archiveLocation, archivePath) {
     return __awaiter(this, void 0, void 0, function* () {
         const stream = fs.createWriteStream(archivePath);
         const httpClient = new http_client_1.HttpClient("actions/cache");
-        const downloadResponse = yield httpClient.get(archiveLocation);
+        const downloadResponse = yield retryHttpClientResponse("downloadCache", () => httpClient.get(archiveLocation));
         // Abort download if no traffic received over the socket.
         downloadResponse.message.socket.setTimeout(constants_1.SocketTimeout, () => {
             downloadResponse.message.destroy();
@@ -2313,7 +2363,7 @@ function reserveCache(key, options) {
             key,
             version
         };
-        const response = yield httpClient.postJson(getCacheApiUrl("caches"), reserveCacheRequest);
+        const response = yield retryTypedResponse("reserveCache", () => httpClient.postJson(getCacheApiUrl("caches"), reserveCacheRequest));
         return _d = (_c = (_b = response) === null || _b === void 0 ? void 0 : _b.result) === null || _c === void 0 ? void 0 : _c.cacheId, (_d !== null && _d !== void 0 ? _d : -1);
     });
 }
@@ -2335,21 +2385,7 @@ function uploadChunk(httpClient, resourceUrl, openStream, start, end) {
             "Content-Type": "application/octet-stream",
             "Content-Range": getContentRange(start, end)
         };
-        const uploadChunkRequest = () => __awaiter(this, void 0, void 0, function* () {
-            return yield httpClient.sendStream("PATCH", resourceUrl, openStream(), additionalHeaders);
-        });
-        const response = yield uploadChunkRequest();
-        if (isSuccessStatusCode(response.message.statusCode)) {
-            return;
-        }
-        if (isRetryableStatusCode(response.message.statusCode)) {
-            core.debug(`Received ${response.message.statusCode}, retrying chunk at offset ${start}.`);
-            const retryResponse = yield uploadChunkRequest();
-            if (isSuccessStatusCode(retryResponse.message.statusCode)) {
-                return;
-            }
-        }
-        throw new Error(`Cache service responded with ${response.message.statusCode} during chunk upload.`);
+        yield retryHttpClientResponse(`uploadChunk (start: ${start}, end: ${end})`, () => httpClient.sendStream("PATCH", resourceUrl, openStream(), additionalHeaders));
     });
 }
 function parseEnvNumber(key) {
@@ -2401,7 +2437,7 @@ function uploadFile(httpClient, cacheId, archivePath) {
 function commitCache(httpClient, cacheId, filesize) {
     return __awaiter(this, void 0, void 0, function* () {
         const commitCacheRequest = { size: filesize };
-        return yield httpClient.postJson(getCacheApiUrl(`caches/${cacheId.toString()}`), commitCacheRequest);
+        return yield retryTypedResponse("commitCache", () => httpClient.postJson(getCacheApiUrl(`caches/${cacheId.toString()}`), commitCacheRequest));
     });
 }
 function saveCache(cacheId, archivePath) {
diff --git a/dist/save/index.js b/dist/save/index.js
index de9e2a5..48bbfb4 100644
--- a/dist/save/index.js
+++ b/dist/save/index.js
@@ -2197,6 +2197,12 @@ function isSuccessStatusCode(statusCode) {
     }
     return statusCode >= 200 && statusCode < 300;
 }
+function isServerErrorStatusCode(statusCode) {
+    if (!statusCode) {
+        return true;
+    }
+    return statusCode >= 500;
+}
 function isRetryableStatusCode(statusCode) {
     if (!statusCode) {
         return false;
@@ -2246,13 +2252,57 @@ function getCacheVersion(compressionMethod) {
         .digest("hex");
 }
 exports.getCacheVersion = getCacheVersion;
+function retry(name, method, getStatusCode, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        let response = undefined;
+        let statusCode = undefined;
+        let isRetryable = false;
+        let errorMessage = "";
+        let attempt = 1;
+        while (attempt <= maxAttempts) {
+            try {
+                response = yield method();
+                statusCode = getStatusCode(response);
+                if (!isServerErrorStatusCode(statusCode)) {
+                    return response;
+                }
+                isRetryable = isRetryableStatusCode(statusCode);
+                errorMessage = `Cache service responded with ${statusCode}`;
+            }
+            catch (error) {
+                isRetryable = true;
+                errorMessage = error.message;
+            }
+            core.debug(`${name} - Attempt ${attempt} of ${maxAttempts} failed with error: ${errorMessage}`);
+            if (!isRetryable) {
+                core.debug(`${name} - Error is not retryable`);
+                break;
+            }
+            attempt++;
+        }
+        throw Error(`${name} failed: ${errorMessage}`);
+    });
+}
+exports.retry = retry;
+function retryTypedResponse(name, method, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        return yield retry(name, method, (response) => response.statusCode, maxAttempts);
+    });
+}
+exports.retryTypedResponse = retryTypedResponse;
+function retryHttpClientResponse(name, method, maxAttempts = 2) {
+    return __awaiter(this, void 0, void 0, function* () {
+        return yield retry(name, method, (response) => response.message.statusCode, maxAttempts);
+    });
+}
+exports.retryHttpClientResponse = retryHttpClientResponse;
 function getCacheEntry(keys, options) {
     var _a, _b;
     return __awaiter(this, void 0, void 0, function* () {
         const httpClient = createHttpClient();
         const version = getCacheVersion((_a = options) === null || _a === void 0 ? void 0 : _a.compressionMethod);
         const resource = `cache?keys=${encodeURIComponent(keys.join(","))}&version=${version}`;
-        const response = yield httpClient.getJson(getCacheApiUrl(resource));
+        const response = yield retryTypedResponse("getCacheEntry", () => httpClient.getJson(getCacheApiUrl(resource)));
         if (response.statusCode === 204) {
             return null;
         }
@@ -2281,7 +2331,7 @@ function downloadCache(archiveLocation, archivePath) {
     return __awaiter(this, void 0, void 0, function* () {
         const stream = fs.createWriteStream(archivePath);
         const httpClient = new http_client_1.HttpClient("actions/cache");
-        const downloadResponse = yield httpClient.get(archiveLocation);
+        const downloadResponse = yield retryHttpClientResponse("downloadCache", () => httpClient.get(archiveLocation));
         // Abort download if no traffic received over the socket.
         downloadResponse.message.socket.setTimeout(constants_1.SocketTimeout, () => {
             downloadResponse.message.destroy();
@@ -2313,7 +2363,7 @@ function reserveCache(key, options) {
             key,
             version
         };
-        const response = yield httpClient.postJson(getCacheApiUrl("caches"), reserveCacheRequest);
+        const response = yield retryTypedResponse("reserveCache", () => httpClient.postJson(getCacheApiUrl("caches"), reserveCacheRequest));
         return _d = (_c = (_b = response) === null || _b === void 0 ? void 0 : _b.result) === null || _c === void 0 ? void 0 : _c.cacheId, (_d !== null && _d !== void 0 ? _d : -1);
     });
 }
@@ -2335,21 +2385,7 @@ function uploadChunk(httpClient, resourceUrl, openStream, start, end) {
             "Content-Type": "application/octet-stream",
             "Content-Range": getContentRange(start, end)
         };
-        const uploadChunkRequest = () => __awaiter(this, void 0, void 0, function* () {
-            return yield httpClient.sendStream("PATCH", resourceUrl, openStream(), additionalHeaders);
-        });
-        const response = yield uploadChunkRequest();
-        if (isSuccessStatusCode(response.message.statusCode)) {
-            return;
-        }
-        if (isRetryableStatusCode(response.message.statusCode)) {
-            core.debug(`Received ${response.message.statusCode}, retrying chunk at offset ${start}.`);
-            const retryResponse = yield uploadChunkRequest();
-            if (isSuccessStatusCode(retryResponse.message.statusCode)) {
-                return;
-            }
-        }
-        throw new Error(`Cache service responded with ${response.message.statusCode} during chunk upload.`);
+        yield retryHttpClientResponse(`uploadChunk (start: ${start}, end: ${end})`, () => httpClient.sendStream("PATCH", resourceUrl, openStream(), additionalHeaders));
     });
 }
 function parseEnvNumber(key) {
@@ -2401,7 +2437,7 @@ function uploadFile(httpClient, cacheId, archivePath) {
 function commitCache(httpClient, cacheId, filesize) {
     return __awaiter(this, void 0, void 0, function* () {
         const commitCacheRequest = { size: filesize };
-        return yield httpClient.postJson(getCacheApiUrl(`caches/${cacheId.toString()}`), commitCacheRequest);
+        return yield retryTypedResponse("commitCache", () => httpClient.postJson(getCacheApiUrl(`caches/${cacheId.toString()}`), commitCacheRequest));
     });
 }
 function saveCache(cacheId, archivePath) {
diff --git a/src/cacheHttpClient.ts b/src/cacheHttpClient.ts
index 9274d5b..49bdb4b 100644
--- a/src/cacheHttpClient.ts
+++ b/src/cacheHttpClient.ts
@@ -30,6 +30,13 @@ function isSuccessStatusCode(statusCode?: number): boolean {
     return statusCode >= 200 && statusCode < 300;
 }
 
+function isServerErrorStatusCode(statusCode?: number): boolean {
+    if (!statusCode) {
+        return true;
+    }
+    return statusCode >= 500;
+}
+
 function isRetryableStatusCode(statusCode?: number): boolean {
     if (!statusCode) {
         return false;
@@ -99,6 +106,75 @@ export function getCacheVersion(compressionMethod?: CompressionMethod): string {
         .digest("hex");
 }
 
+export async function retry<T>(
+    name: string,
+    method: () => Promise<T>,
+    getStatusCode: (T) => number | undefined,
+    maxAttempts = 2
+): Promise<T> {
+    let response: T | undefined = undefined;
+    let statusCode: number | undefined = undefined;
+    let isRetryable = false;
+    let errorMessage = "";
+    let attempt = 1;
+
+    while (attempt <= maxAttempts) {
+        try {
+            response = await method();
+            statusCode = getStatusCode(response);
+
+            if (!isServerErrorStatusCode(statusCode)) {
+                return response;
+            }
+
+            isRetryable = isRetryableStatusCode(statusCode);
+            errorMessage = `Cache service responded with ${statusCode}`;
+        } catch (error) {
+            isRetryable = true;
+            errorMessage = error.message;
+        }
+
+        core.debug(
+            `${name} - Attempt ${attempt} of ${maxAttempts} failed with error: ${errorMessage}`
+        );
+
+        if (!isRetryable) {
+            core.debug(`${name} - Error is not retryable`);
+            break;
+        }
+
+        attempt++;
+    }
+
+    throw Error(`${name} failed: ${errorMessage}`);
+}
+
+export async function retryTypedResponse<T>(
+    name: string,
+    method: () => Promise<ITypedResponse<T>>,
+    maxAttempts = 2
+): Promise<ITypedResponse<T>> {
+    return await retry(
+        name,
+        method,
+        (response: ITypedResponse<T>) => response.statusCode,
+        maxAttempts
+    );
+}
+
+export async function retryHttpClientResponse<T>(
+    name: string,
+    method: () => Promise<IHttpClientResponse>,
+    maxAttempts = 2
+): Promise<IHttpClientResponse> {
+    return await retry(
+        name,
+        method,
+        (response: IHttpClientResponse) => response.message.statusCode,
+        maxAttempts
+    );
+}
+
 export async function getCacheEntry(
     keys: string[],
     options?: CacheOptions
@@ -109,8 +185,8 @@ export async function getCacheEntry(
         keys.join(",")
     )}&version=${version}`;
 
-    const response = await httpClient.getJson<ArtifactCacheEntry>(
-        getCacheApiUrl(resource)
+    const response = await retryTypedResponse("getCacheEntry", () =>
+        httpClient.getJson<ArtifactCacheEntry>(getCacheApiUrl(resource))
     );
     if (response.statusCode === 204) {
         return null;
@@ -145,7 +221,10 @@ export async function downloadCache(
 ): Promise<void> {
     const stream = fs.createWriteStream(archivePath);
     const httpClient = new HttpClient("actions/cache");
-    const downloadResponse = await httpClient.get(archiveLocation);
+    const downloadResponse = await retryHttpClientResponse(
+        "downloadCache",
+        () => httpClient.get(archiveLocation)
+    );
 
     // Abort download if no traffic received over the socket.
     downloadResponse.message.socket.setTimeout(SocketTimeout, () => {
@@ -187,9 +266,11 @@ export async function reserveCache(
         key,
         version
     };
-    const response = await httpClient.postJson<ReserveCacheResponse>(
-        getCacheApiUrl("caches"),
-        reserveCacheRequest
+    const response = await retryTypedResponse("reserveCache", () =>
+        httpClient.postJson<ReserveCacheResponse>(
+            getCacheApiUrl("caches"),
+            reserveCacheRequest
+        )
     );
     return response?.result?.cacheId ?? -1;
 }
@@ -223,32 +304,15 @@ async function uploadChunk(
         "Content-Range": getContentRange(start, end)
     };
 
-    const uploadChunkRequest = async (): Promise<IHttpClientResponse> => {
-        return await httpClient.sendStream(
-            "PATCH",
-            resourceUrl,
-            openStream(),
-            additionalHeaders
-        );
-    };
-
-    const response = await uploadChunkRequest();
-    if (isSuccessStatusCode(response.message.statusCode)) {
-        return;
-    }
-
-    if (isRetryableStatusCode(response.message.statusCode)) {
-        core.debug(
-            `Received ${response.message.statusCode}, retrying chunk at offset ${start}.`
-        );
-        const retryResponse = await uploadChunkRequest();
-        if (isSuccessStatusCode(retryResponse.message.statusCode)) {
-            return;
-        }
-    }
-
-    throw new Error(
-        `Cache service responded with ${response.message.statusCode} during chunk upload.`
+    await retryHttpClientResponse(
+        `uploadChunk (start: ${start}, end: ${end})`,
+        () =>
+            httpClient.sendStream(
+                "PATCH",
+                resourceUrl,
+                openStream(),
+                additionalHeaders
+            )
     );
 }
 
@@ -325,9 +389,11 @@ async function commitCache(
     filesize: number
 ): Promise<ITypedResponse<null>> {
     const commitCacheRequest: CommitCacheRequest = { size: filesize };
-    return await httpClient.postJson<null>(
-        getCacheApiUrl(`caches/${cacheId.toString()}`),
-        commitCacheRequest
+    return await retryTypedResponse("commitCache", () =>
+        httpClient.postJson<null>(
+            getCacheApiUrl(`caches/${cacheId.toString()}`),
+            commitCacheRequest
+        )
     );
 }