diff --git a/lib/logging.js b/lib/logging.js
index ce9986617..cf070d7c7 100644
--- a/lib/logging.js
+++ b/lib/logging.js
@@ -26,6 +26,7 @@ Object.defineProperty(exports, "__esModule", { value: true });
 exports.getActionsLogger = getActionsLogger;
 exports.getRunnerLogger = getRunnerLogger;
 exports.withGroup = withGroup;
+exports.formatDuration = formatDuration;
 const core = __importStar(require("@actions/core"));
 function getActionsLogger() {
     return core;
@@ -54,4 +55,16 @@ function withGroup(groupName, f) {
         core.endGroup();
     }
 }
+/** Format a duration for use in logs. */
+function formatDuration(durationMs) {
+    if (durationMs < 1000) {
+        return `${durationMs}ms`;
+    }
+    if (durationMs < 60 * 1000) {
+        return `${(durationMs / 1000).toFixed(1)}s`;
+    }
+    const minutes = Math.floor(durationMs / (60 * 1000));
+    const seconds = Math.floor((durationMs % (60 * 1000)) / 1000);
+    return `${minutes}m${seconds}s`;
+}
 //# sourceMappingURL=logging.js.map
\ No newline at end of file
diff --git a/lib/logging.js.map b/lib/logging.js.map
index ef8515a9d..0522c5dc4 100644
--- a/lib/logging.js.map
+++ b/lib/logging.js.map
@@ -1 +1 @@
-{"version":3,"file":"logging.js","sourceRoot":"","sources":["../src/logging.ts"],"names":[],"mappings":";;;;;;;;;;;;;;;;;;;;;;;;;AAcA,4CAEC;AAED,0CAcC;AAED,8BAOC;AAzCD,oDAAsC;AActC,SAAgB,gBAAgB;IAC9B,OAAO,IAAI,CAAC;AACd,CAAC;AAED,SAAgB,eAAe,CAAC,SAAkB;IAChD,OAAO;QACL,sCAAsC;QACtC,KAAK,EAAE,SAAS,CAAC,CAAC,CAAC,OAAO,CAAC,KAAK,CAAC,CAAC,CAAC,GAAG,EAAE,CAAC,SAAS;QAClD,sCAAsC;QACtC,IAAI,EAAE,OAAO,CAAC,IAAI;QAClB,sCAAsC;QACtC,OAAO,EAAE,OAAO,CAAC,IAAI;QACrB,sCAAsC;QACtC,KAAK,EAAE,OAAO,CAAC,KAAK;QACpB,OAAO,EAAE,GAAG,EAAE,CAAC,SAAS;QACxB,UAAU,EAAE,GAAG,EAAE,CAAC,SAAS;QAC3B,QAAQ,EAAE,GAAG,EAAE,CAAC,SAAS;KAC1B,CAAC;AACJ,CAAC;AAED,SAAgB,SAAS,CAAI,SAAiB,EAAE,CAAU;IACxD,IAAI,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;IAC3B,IAAI,CAAC;QACH,OAAO,CAAC,EAAE,CAAC;IACb,CAAC;YAAS,CAAC;QACT,IAAI,CAAC,QAAQ,EAAE,CAAC;IAClB,CAAC;AACH,CAAC"}
\ No newline at end of file
+{"version":3,"file":"logging.js","sourceRoot":"","sources":["../src/logging.ts"],"names":[],"mappings":";;;;;;;;;;;;;;;;;;;;;;;;;AAcA,4CAEC;AAED,0CAcC;AAED,8BAOC;AAGD,wCAWC;AAvDD,oDAAsC;AActC,SAAgB,gBAAgB;IAC9B,OAAO,IAAI,CAAC;AACd,CAAC;AAED,SAAgB,eAAe,CAAC,SAAkB;IAChD,OAAO;QACL,sCAAsC;QACtC,KAAK,EAAE,SAAS,CAAC,CAAC,CAAC,OAAO,CAAC,KAAK,CAAC,CAAC,CAAC,GAAG,EAAE,CAAC,SAAS;QAClD,sCAAsC;QACtC,IAAI,EAAE,OAAO,CAAC,IAAI;QAClB,sCAAsC;QACtC,OAAO,EAAE,OAAO,CAAC,IAAI;QACrB,sCAAsC;QACtC,KAAK,EAAE,OAAO,CAAC,KAAK;QACpB,OAAO,EAAE,GAAG,EAAE,CAAC,SAAS;QACxB,UAAU,EAAE,GAAG,EAAE,CAAC,SAAS;QAC3B,QAAQ,EAAE,GAAG,EAAE,CAAC,SAAS;KAC1B,CAAC;AACJ,CAAC;AAED,SAAgB,SAAS,CAAI,SAAiB,EAAE,CAAU;IACxD,IAAI,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC;IAC3B,IAAI,CAAC;QACH,OAAO,CAAC,EAAE,CAAC;IACb,CAAC;YAAS,CAAC;QACT,IAAI,CAAC,QAAQ,EAAE,CAAC;IAClB,CAAC;AACH,CAAC;AAED,yCAAyC;AACzC,SAAgB,cAAc,CAAC,UAAkB;IAC/C,IAAI,UAAU,GAAG,IAAI,EAAE,CAAC;QACtB,OAAO,GAAG,UAAU,IAAI,CAAC;IAC3B,CAAC;IAED,IAAI,UAAU,GAAG,EAAE,GAAG,IAAI,EAAE,CAAC;QAC3B,OAAO,GAAG,CAAC,UAAU,GAAG,IAAI,CAAC,CAAC,OAAO,CAAC,CAAC,CAAC,GAAG,CAAC;IAC9C,CAAC;IACD,MAAM,OAAO,GAAG,IAAI,CAAC,KAAK,CAAC,UAAU,GAAG,CAAC,EAAE,GAAG,IAAI,CAAC,CAAC,CAAC;IACrD,MAAM,OAAO,GAAG,IAAI,CAAC,KAAK,CAAC,CAAC,UAAU,GAAG,CAAC,EAAE,GAAG,IAAI,CAAC,CAAC,GAAG,IAAI,CAAC,CAAC;IAC9D,OAAO,GAAG,OAAO,IAAI,OAAO,GAAG,CAAC;AAClC,CAAC"}
\ No newline at end of file
diff --git a/lib/setup-codeql.js b/lib/setup-codeql.js
index b14719779..d748ee0aa 100644
--- a/lib/setup-codeql.js
+++ b/lib/setup-codeql.js
@@ -43,6 +43,7 @@ const actions_util_1 = require("./actions-util");
 const api = __importStar(require("./api-client"));
 const defaults = __importStar(require("./defaults.json"));
 const feature_flags_1 = require("./feature-flags");
+const logging_1 = require("./logging");
 const tar = __importStar(require("./tar"));
 const tools_download_1 = require("./tools-download");
 const util = __importStar(require("./util"));
@@ -405,7 +406,7 @@ const downloadCodeQL = async function (codeqlURL, maybeBundleVersion, maybeCliVe
     const toolcacheVersion = getCanonicalToolcacheVersion(maybeCliVersion, bundleVersion, logger);
     const toolcacheStart = performance.now();
     const toolcachedBundlePath = await toolcache.cacheDir(extractedBundlePath, "CodeQL", toolcacheVersion);
-    logger.info(`Added CodeQL bundle to the tool cache (${Math.round(performance.now() - toolcacheStart)} ms).`);
+    logger.info(`Added CodeQL bundle to the tool cache (${(0, logging_1.formatDuration)(performance.now() - toolcacheStart)}).`);
     // Defensive check: we expect `cacheDir` to copy the bundle to a new location.
     if (toolcachedBundlePath !== extractedBundlePath) {
         await (0, util_1.cleanUpGlob)(extractedBundlePath, "CodeQL bundle from temporary directory", logger);
diff --git a/lib/setup-codeql.js.map b/lib/setup-codeql.js.map
index 10cde409f..5e459f741 100644
--- a/lib/setup-codeql.js.map
+++ b/lib/setup-codeql.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/lib/tools-download.js b/lib/tools-download.js
index 3e986bec7..d5b1678d6 100644
--- a/lib/tools-download.js
+++ b/lib/tools-download.js
@@ -30,6 +30,7 @@ const toolcache = __importStar(require("@actions/tool-cache"));
 const follow_redirects_1 = require("follow-redirects");
 const uuid_1 = require("uuid");
 const feature_flags_1 = require("./feature-flags");
+const logging_1 = require("./logging");
 const tar = __importStar(require("./tar"));
 const util_1 = require("./util");
 async function downloadAndExtract(codeqlURL, authorization, headers, tarVersion, tempDir, features, logger) {
@@ -41,7 +42,7 @@ async function downloadAndExtract(codeqlURL, authorization, headers, tarVersion,
         const toolsInstallStart = perf_hooks_1.performance.now();
         const extractedBundlePath = await downloadAndExtractZstdWithStreaming(codeqlURL, authorization, headers, tarVersion, logger);
         const combinedDurationMs = Math.round(perf_hooks_1.performance.now() - toolsInstallStart);
-        logger.info(`Finished downloading and extracting CodeQL bundle to ${extractedBundlePath} (${combinedDurationMs} ms).`);
+        logger.info(`Finished downloading and extracting CodeQL bundle to ${extractedBundlePath} (${(0, logging_1.formatDuration)(combinedDurationMs)}).`);
         return {
             extractedBundlePath,
             statusReport: {
@@ -57,7 +58,7 @@ async function downloadAndExtract(codeqlURL, authorization, headers, tarVersion,
     const toolsDownloadStart = perf_hooks_1.performance.now();
     const archivedBundlePath = await toolcache.downloadTool(codeqlURL, dest, authorization, headers);
     const downloadDurationMs = Math.round(perf_hooks_1.performance.now() - toolsDownloadStart);
-    logger.info(`Finished downloading CodeQL bundle to ${archivedBundlePath} (${downloadDurationMs} ms).`);
+    logger.info(`Finished downloading CodeQL bundle to ${archivedBundlePath} (${(0, logging_1.formatDuration)(downloadDurationMs)}).`);
     let extractedBundlePath;
     let extractionDurationMs;
     try {
@@ -65,7 +66,7 @@ async function downloadAndExtract(codeqlURL, authorization, headers, tarVersion,
         const extractionStart = perf_hooks_1.performance.now();
         extractedBundlePath = await tar.extract(archivedBundlePath, compressionMethod, tarVersion, logger);
         extractionDurationMs = Math.round(perf_hooks_1.performance.now() - extractionStart);
-        logger.info(`Finished extracting CodeQL bundle to ${extractedBundlePath} (${extractionDurationMs} ms).`);
+        logger.info(`Finished extracting CodeQL bundle to ${extractedBundlePath} (${(0, logging_1.formatDuration)(extractionDurationMs)}).`);
     }
     finally {
         await (0, util_1.cleanUpGlob)(archivedBundlePath, "CodeQL bundle archive", logger);
diff --git a/lib/tools-download.js.map b/lib/tools-download.js.map
index 92fe4f72e..09c091f7c 100644
--- a/lib/tools-download.js.map
+++ b/lib/tools-download.js.map
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/src/logging.ts b/src/logging.ts
index c6d769bc5..f7ae8fa85 100644
--- a/src/logging.ts
+++ b/src/logging.ts
@@ -40,3 +40,17 @@ export function withGroup<T>(groupName: string, f: () => T): T {
     core.endGroup();
   }
 }
+
+/** Format a duration for use in logs. */
+export function formatDuration(durationMs: number) {
+  if (durationMs < 1000) {
+    return `${durationMs}ms`;
+  }
+
+  if (durationMs < 60 * 1000) {
+    return `${(durationMs / 1000).toFixed(1)}s`;
+  }
+  const minutes = Math.floor(durationMs / (60 * 1000));
+  const seconds = Math.floor((durationMs % (60 * 1000)) / 1000);
+  return `${minutes}m${seconds}s`;
+}
diff --git a/src/setup-codeql.ts b/src/setup-codeql.ts
index 8f2a8454c..a802ea600 100644
--- a/src/setup-codeql.ts
+++ b/src/setup-codeql.ts
@@ -15,7 +15,7 @@ import {
   Feature,
   FeatureEnablement,
 } from "./feature-flags";
-import { Logger } from "./logging";
+import { formatDuration, Logger } from "./logging";
 import * as tar from "./tar";
 import {
   downloadAndExtract,
@@ -557,9 +557,9 @@ export const downloadCodeQL = async function (
   );
 
   logger.info(
-    `Added CodeQL bundle to the tool cache (${Math.round(
+    `Added CodeQL bundle to the tool cache (${formatDuration(
       performance.now() - toolcacheStart,
-    )} ms).`,
+    )}).`,
   );
 
   // Defensive check: we expect `cacheDir` to copy the bundle to a new location.
diff --git a/src/tools-download.ts b/src/tools-download.ts
index 716e67cf3..ddba5abe2 100644
--- a/src/tools-download.ts
+++ b/src/tools-download.ts
@@ -7,7 +7,7 @@ import { https } from "follow-redirects";
 import { v4 as uuidV4 } from "uuid";
 
 import { Feature, FeatureEnablement } from "./feature-flags";
-import { Logger } from "./logging";
+import { formatDuration, Logger } from "./logging";
 import * as tar from "./tar";
 import { cleanUpGlob } from "./util";
 
@@ -78,7 +78,9 @@ export async function downloadAndExtract(
       performance.now() - toolsInstallStart,
     );
     logger.info(
-      `Finished downloading and extracting CodeQL bundle to ${extractedBundlePath} (${combinedDurationMs} ms).`,
+      `Finished downloading and extracting CodeQL bundle to ${extractedBundlePath} (${formatDuration(
+        combinedDurationMs,
+      )}).`,
     );
 
     return {
@@ -105,7 +107,9 @@ export async function downloadAndExtract(
   const downloadDurationMs = Math.round(performance.now() - toolsDownloadStart);
 
   logger.info(
-    `Finished downloading CodeQL bundle to ${archivedBundlePath} (${downloadDurationMs} ms).`,
+    `Finished downloading CodeQL bundle to ${archivedBundlePath} (${formatDuration(
+      downloadDurationMs,
+    )}).`,
   );
 
   let extractedBundlePath: string;
@@ -122,7 +126,9 @@ export async function downloadAndExtract(
     );
     extractionDurationMs = Math.round(performance.now() - extractionStart);
     logger.info(
-      `Finished extracting CodeQL bundle to ${extractedBundlePath} (${extractionDurationMs} ms).`,
+      `Finished extracting CodeQL bundle to ${extractedBundlePath} (${formatDuration(
+        extractionDurationMs,
+      )}).`,
     );
   } finally {
     await cleanUpGlob(archivedBundlePath, "CodeQL bundle archive", logger);