diff --git a/lib/modules/datasource/index.ts b/lib/modules/datasource/index.ts
index 006a0023c2..3815c69b6f 100644
--- a/lib/modules/datasource/index.ts
+++ b/lib/modules/datasource/index.ts
@@ -9,6 +9,7 @@ import * as memCache from '../../util/cache/memory';
 import * as packageCache from '../../util/cache/package';
 import { clone } from '../../util/clone';
 import { AsyncResult, Result } from '../../util/result';
+import { DatasourceCacheStats } from '../../util/stats';
 import { trimTrailingSlash } from '../../util/url';
 import datasources from './api';
 import {
@@ -69,16 +70,22 @@ async function getRegistryReleases(
       cacheNamespace,
       cacheKey,
     );
+
     // istanbul ignore if
     if (cachedResult) {
       logger.trace({ cacheKey }, 'Returning cached datasource response');
+      DatasourceCacheStats.hit(datasource.id, registryUrl, config.packageName);
       return cachedResult;
     }
+
+    DatasourceCacheStats.miss(datasource.id, registryUrl, config.packageName);
   }
+
   const res = await datasource.getReleases({ ...config, registryUrl });
   if (res?.releases.length) {
     res.registryUrl ??= registryUrl;
   }
+
   // cache non-null responses unless marked as private
   if (datasource.caching && res) {
     const cachePrivatePackages = GlobalConfig.get(
@@ -89,8 +96,12 @@ async function getRegistryReleases(
       logger.trace({ cacheKey }, 'Caching datasource response');
       const cacheMinutes = 15;
       await packageCache.set(cacheNamespace, cacheKey, res, cacheMinutes);
+      DatasourceCacheStats.set(datasource.id, registryUrl, config.packageName);
+    } else {
+      DatasourceCacheStats.skip(datasource.id, registryUrl, config.packageName);
     }
   }
+
   return res;
 }
 
diff --git a/lib/util/stats.spec.ts b/lib/util/stats.spec.ts
index cd8325f3a8..d479ea48e4 100644
--- a/lib/util/stats.spec.ts
+++ b/lib/util/stats.spec.ts
@@ -1,6 +1,7 @@
 import { logger } from '../../test/util';
 import * as memCache from './cache/memory';
 import {
+  DatasourceCacheStats,
   HttpCacheStats,
   HttpStats,
   LookupStats,
@@ -230,6 +231,60 @@ describe('util/stats', () => {
     });
   });
 
+  describe('DatasourceCacheStats', () => {
+    it('collects data points', () => {
+      DatasourceCacheStats.hit('crate', 'https://foo.example.com', 'foo');
+      DatasourceCacheStats.miss('maven', 'https://bar.example.com', 'bar');
+      DatasourceCacheStats.set('npm', 'https://baz.example.com', 'baz');
+      DatasourceCacheStats.skip('rubygems', 'https://qux.example.com', 'qux');
+
+      const report = DatasourceCacheStats.getReport();
+
+      expect(report).toEqual({
+        long: {
+          crate: {
+            'https://foo.example.com': { foo: { read: 'hit' } },
+          },
+          maven: {
+            'https://bar.example.com': { bar: { read: 'miss' } },
+          },
+          npm: {
+            'https://baz.example.com': { baz: { write: 'set' } },
+          },
+          rubygems: {
+            'https://qux.example.com': { qux: { write: 'skip' } },
+          },
+        },
+        short: {
+          crate: {
+            'https://foo.example.com': { hit: 1, miss: 0, set: 0, skip: 0 },
+          },
+          maven: {
+            'https://bar.example.com': { hit: 0, miss: 1, set: 0, skip: 0 },
+          },
+          npm: {
+            'https://baz.example.com': { hit: 0, miss: 0, set: 1, skip: 0 },
+          },
+          rubygems: {
+            'https://qux.example.com': { hit: 0, miss: 0, set: 0, skip: 1 },
+          },
+        },
+      });
+    });
+
+    it('reports', () => {
+      DatasourceCacheStats.hit('crate', 'https://foo.example.com', 'foo');
+      DatasourceCacheStats.miss('maven', 'https://bar.example.com', 'bar');
+      DatasourceCacheStats.set('npm', 'https://baz.example.com', 'baz');
+      DatasourceCacheStats.skip('rubygems', 'https://qux.example.com', 'qux');
+
+      DatasourceCacheStats.report();
+
+      expect(logger.logger.trace).toHaveBeenCalledTimes(1);
+      expect(logger.logger.debug).toHaveBeenCalledTimes(1);
+    });
+  });
+
   describe('HttpStats', () => {
     it('returns empty report', () => {
       const res = HttpStats.getReport();
diff --git a/lib/util/stats.ts b/lib/util/stats.ts
index c250020bd4..ecd933f924 100644
--- a/lib/util/stats.ts
+++ b/lib/util/stats.ts
@@ -105,6 +105,145 @@ export class PackageCacheStats {
   }
 }
 
+interface DatasourceCacheDataPoint {
+  datasource: string;
+  registryUrl: string;
+  packageName: string;
+  action: 'hit' | 'miss' | 'set' | 'skip';
+}
+
+export interface DatasourceCacheReport {
+  long: {
+    [datasource in string]: {
+      [registryUrl in string]: {
+        [packageName in string]: {
+          read?: 'hit' | 'miss';
+          write?: 'set' | 'skip';
+        };
+      };
+    };
+  };
+  short: {
+    [datasource in string]: {
+      [registryUrl in string]: {
+        hit: number;
+        miss: number;
+        set: number;
+        skip: number;
+      };
+    };
+  };
+}
+
+export class DatasourceCacheStats {
+  private static getData(): DatasourceCacheDataPoint[] {
+    return (
+      memCache.get<DatasourceCacheDataPoint[]>('datasource-cache-stats') ?? []
+    );
+  }
+
+  private static setData(data: DatasourceCacheDataPoint[]): void {
+    memCache.set('datasource-cache-stats', data);
+  }
+
+  static hit(
+    datasource: string,
+    registryUrl: string,
+    packageName: string,
+  ): void {
+    const data = this.getData();
+    data.push({ datasource, registryUrl, packageName, action: 'hit' });
+    this.setData(data);
+  }
+
+  static miss(
+    datasource: string,
+    registryUrl: string,
+    packageName: string,
+  ): void {
+    const data = this.getData();
+    data.push({ datasource, registryUrl, packageName, action: 'miss' });
+    this.setData(data);
+  }
+
+  static set(
+    datasource: string,
+    registryUrl: string,
+    packageName: string,
+  ): void {
+    const data = this.getData();
+    data.push({ datasource, registryUrl, packageName, action: 'set' });
+    this.setData(data);
+  }
+
+  static skip(
+    datasource: string,
+    registryUrl: string,
+    packageName: string,
+  ): void {
+    const data = this.getData();
+    data.push({ datasource, registryUrl, packageName, action: 'skip' });
+    this.setData(data);
+  }
+
+  static getReport(): DatasourceCacheReport {
+    const data = this.getData();
+    const result: DatasourceCacheReport = { long: {}, short: {} };
+    for (const { datasource, registryUrl, packageName, action } of data) {
+      result.long[datasource] ??= {};
+      result.long[datasource][registryUrl] ??= {};
+      result.long[datasource][registryUrl] ??= {};
+      result.long[datasource][registryUrl][packageName] ??= {};
+
+      result.short[datasource] ??= {};
+      result.short[datasource][registryUrl] ??= {
+        hit: 0,
+        miss: 0,
+        set: 0,
+        skip: 0,
+      };
+
+      if (action === 'hit') {
+        result.long[datasource][registryUrl][packageName].read = 'hit';
+        result.short[datasource][registryUrl].hit += 1;
+        continue;
+      }
+
+      if (action === 'miss') {
+        result.long[datasource][registryUrl][packageName].read = 'miss';
+        result.short[datasource][registryUrl].miss += 1;
+        continue;
+      }
+
+      if (action === 'set') {
+        result.long[datasource][registryUrl][packageName].write = 'set';
+        result.short[datasource][registryUrl].set += 1;
+        continue;
+      }
+
+      if (action === 'skip') {
+        result.long[datasource][registryUrl][packageName].write = 'skip';
+        result.short[datasource][registryUrl].skip += 1;
+        continue;
+      }
+    }
+
+    return result;
+  }
+
+  static report(): void {
+    const { long, short } = this.getReport();
+
+    if (Object.keys(short).length > 0) {
+      logger.debug(short, 'Datasource cache statistics');
+    }
+
+    if (Object.keys(long).length > 0) {
+      logger.trace(long, 'Datasource cache detailed statistics');
+    }
+  }
+}
+
 export interface HttpRequestStatsDataPoint {
   method: string;
   url: string;
diff --git a/lib/workers/repository/index.ts b/lib/workers/repository/index.ts
index 9b05fd8420..6a5addcc08 100644
--- a/lib/workers/repository/index.ts
+++ b/lib/workers/repository/index.ts
@@ -20,6 +20,7 @@ import * as queue from '../../util/http/queue';
 import * as throttle from '../../util/http/throttle';
 import { addSplit, getSplits, splitInit } from '../../util/split';
 import {
+  DatasourceCacheStats,
   HttpCacheStats,
   HttpStats,
   LookupStats,
@@ -134,6 +135,7 @@ export async function renovateRepository(
   const splits = getSplits();
   logger.debug(splits, 'Repository timing splits (milliseconds)');
   PackageCacheStats.report();
+  DatasourceCacheStats.report();
   HttpStats.report();
   HttpCacheStats.report();
   LookupStats.report();