diff --git a/lib/upload-lib.js b/lib/upload-lib.js
index 2af09fbeb..82f3807c1 100644
--- a/lib/upload-lib.js
+++ b/lib/upload-lib.js
@@ -73,14 +73,42 @@ function combineSarifFiles(sarifFiles, logger) {
 }
 /**
  * Checks whether all the runs in the given SARIF files were produced by CodeQL.
- * @param sarifFiles The list of SARIF files to check.
+ * @param sarifObjects The list of SARIF objects to check.
  */
-function areAllRunsProducedByCodeQL(sarifFiles) {
-    return sarifFiles.every((sarifFile) => {
-        const sarifObject = JSON.parse(fs.readFileSync(sarifFile, "utf8"));
+function areAllRunsProducedByCodeQL(sarifObjects) {
+    return sarifObjects.every((sarifObject) => {
         return sarifObject.runs?.every((run) => run.tool?.driver?.name === "CodeQL");
     });
 }
+function createRunKey(run) {
+    return {
+        name: run.tool?.driver?.name,
+        fullName: run.tool?.driver?.fullName,
+        version: run.tool?.driver?.version,
+        semanticVersion: run.tool?.driver?.semanticVersion,
+        guid: run.tool?.driver?.guid,
+        automationId: run?.automationDetails?.id,
+    };
+}
+/**
+ * Checks whether all runs in the given SARIF files are unique (based on the
+ * criteria used by Code Scanning to determine analysis categories).
+ * @param sarifObjects The list of SARIF objects to check.
+ */
+function areAllRunsUnique(sarifObjects) {
+    const keys = new Set();
+    for (const sarifObject of sarifObjects) {
+        for (const run of sarifObject.runs) {
+            const key = JSON.stringify(createRunKey(run));
+            // If the key already exists, the runs are not unique.
+            if (keys.has(key)) {
+                return false;
+            }
+            keys.add(key);
+        }
+    }
+    return true;
+}
 // Takes a list of paths to sarif files and combines them together using the
 // CLI `github merge-results` command when all SARIF files are produced by
 // CodeQL. Otherwise, it will fall back to combining the files in the action.
@@ -90,8 +118,17 @@ async function combineSarifFilesUsingCLI(sarifFiles, gitHubVersion, features, lo
     if (sarifFiles.length === 1) {
         return JSON.parse(fs.readFileSync(sarifFiles[0], "utf8"));
     }
-    if (!areAllRunsProducedByCodeQL(sarifFiles)) {
+    const sarifObjects = sarifFiles.map((sarifFile) => {
+        return JSON.parse(fs.readFileSync(sarifFile, "utf8"));
+    });
+    if (!areAllRunsProducedByCodeQL(sarifObjects)) {
         logger.debug("Not all SARIF files were produced by CodeQL. Merging files in the action.");
+        // Only give a deprecation warning when not all runs are unique
+        if (!areAllRunsUnique(sarifObjects) &&
+            !process.env.CODEQL_MERGE_SARIF_DEPRECATION_WARNING) {
+            logger.warning("Uploading multiple SARIF runs with the same category is deprecated and will be removed on June 4, 2025. Please update your workflow to upload a single run per category. For more information, see https://github.blog/changelog/TODO");
+            core.exportVariable("CODEQL_MERGE_SARIF_DEPRECATION_WARNING", "true");
+        }
         // If not, use the naive method of combining the files.
         return combineSarifFiles(sarifFiles, logger);
     }
@@ -119,6 +156,11 @@ async function combineSarifFilesUsingCLI(sarifFiles, gitHubVersion, features, lo
     }
     if (!(await codeQL.supportsFeature(tools_features_1.ToolsFeature.SarifMergeRunsFromEqualCategory))) {
         logger.warning("The CodeQL CLI does not support merging SARIF files. Merging files in the action.");
+        if (!areAllRunsUnique(sarifObjects) &&
+            !process.env.CODEQL_MERGE_SARIF_DEPRECATION_WARNING) {
+            logger.warning("Uploading multiple CodeQL runs with the same category is deprecated and will be removed on June 4, 2025. Please update your CodeQL CLI version or update your workflow to set a distinct category for each CodeQL run. For more information, see https://github.blog/changelog/TODO");
+            core.exportVariable("CODEQL_MERGE_SARIF_DEPRECATION_WARNING", "true");
+        }
         return combineSarifFiles(sarifFiles, logger);
     }
     const baseTempDir = path.resolve(tempDir, "combined-sarif");
diff --git a/lib/upload-lib.js.map b/lib/upload-lib.js.map
index ecd637c4f..8a3346893 100644
--- a/lib/upload-lib.js.map
+++ b/lib/upload-lib.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/lib/util.js.map b/lib/util.js.map
index fac1c2e60..fa0dc3236 100644
--- a/lib/util.js.map
+++ b/lib/util.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/src/upload-lib.ts b/src/upload-lib.ts
index bc9c69b55..a007ce94f 100644
--- a/src/upload-lib.ts
+++ b/src/upload-lib.ts
@@ -26,6 +26,7 @@ import {
   getRequiredEnvParam,
   GitHubVersion,
   SarifFile,
+  SarifRun,
   wrapError,
 } from "./util";
 
@@ -65,20 +66,60 @@ function combineSarifFiles(sarifFiles: string[], logger: Logger): SarifFile {
 
 /**
  * Checks whether all the runs in the given SARIF files were produced by CodeQL.
- * @param sarifFiles The list of SARIF files to check.
+ * @param sarifObjects The list of SARIF objects to check.
  */
-function areAllRunsProducedByCodeQL(sarifFiles: string[]): boolean {
-  return sarifFiles.every((sarifFile) => {
-    const sarifObject = JSON.parse(
-      fs.readFileSync(sarifFile, "utf8"),
-    ) as SarifFile;
-
+function areAllRunsProducedByCodeQL(sarifObjects: SarifFile[]): boolean {
+  return sarifObjects.every((sarifObject) => {
     return sarifObject.runs?.every(
       (run) => run.tool?.driver?.name === "CodeQL",
     );
   });
 }
 
+type SarifRunKey = {
+  name: string | undefined;
+  fullName: string | undefined;
+  version: string | undefined;
+  semanticVersion: string | undefined;
+  guid: string | undefined;
+  automationId: string | undefined;
+};
+
+function createRunKey(run: SarifRun): SarifRunKey {
+  return {
+    name: run.tool?.driver?.name,
+    fullName: run.tool?.driver?.fullName,
+    version: run.tool?.driver?.version,
+    semanticVersion: run.tool?.driver?.semanticVersion,
+    guid: run.tool?.driver?.guid,
+    automationId: run?.automationDetails?.id,
+  };
+}
+
+/**
+ * Checks whether all runs in the given SARIF files are unique (based on the
+ * criteria used by Code Scanning to determine analysis categories).
+ * @param sarifObjects The list of SARIF objects to check.
+ */
+function areAllRunsUnique(sarifObjects: SarifFile[]): boolean {
+  const keys = new Set<string>();
+
+  for (const sarifObject of sarifObjects) {
+    for (const run of sarifObject.runs) {
+      const key = JSON.stringify(createRunKey(run));
+
+      // If the key already exists, the runs are not unique.
+      if (keys.has(key)) {
+        return false;
+      }
+
+      keys.add(key);
+    }
+  }
+
+  return true;
+}
+
 // Takes a list of paths to sarif files and combines them together using the
 // CLI `github merge-results` command when all SARIF files are produced by
 // CodeQL. Otherwise, it will fall back to combining the files in the action.
@@ -94,11 +135,26 @@ async function combineSarifFilesUsingCLI(
     return JSON.parse(fs.readFileSync(sarifFiles[0], "utf8")) as SarifFile;
   }
 
-  if (!areAllRunsProducedByCodeQL(sarifFiles)) {
+  const sarifObjects = sarifFiles.map((sarifFile): SarifFile => {
+    return JSON.parse(fs.readFileSync(sarifFile, "utf8")) as SarifFile;
+  });
+
+  if (!areAllRunsProducedByCodeQL(sarifObjects)) {
     logger.debug(
       "Not all SARIF files were produced by CodeQL. Merging files in the action.",
     );
 
+    // Only give a deprecation warning when not all runs are unique
+    if (
+      !areAllRunsUnique(sarifObjects) &&
+      !process.env.CODEQL_MERGE_SARIF_DEPRECATION_WARNING
+    ) {
+      logger.warning(
+        "Uploading multiple SARIF runs with the same category is deprecated and will be removed on June 4, 2025. Please update your workflow to upload a single run per category. For more information, see https://github.blog/changelog/TODO",
+      );
+      core.exportVariable("CODEQL_MERGE_SARIF_DEPRECATION_WARNING", "true");
+    }
+
     // If not, use the naive method of combining the files.
     return combineSarifFiles(sarifFiles, logger);
   }
@@ -149,6 +205,16 @@ async function combineSarifFilesUsingCLI(
       "The CodeQL CLI does not support merging SARIF files. Merging files in the action.",
     );
 
+    if (
+      !areAllRunsUnique(sarifObjects) &&
+      !process.env.CODEQL_MERGE_SARIF_DEPRECATION_WARNING
+    ) {
+      logger.warning(
+        "Uploading multiple CodeQL runs with the same category is deprecated and will be removed on June 4, 2025. Please update your CodeQL CLI version or update your workflow to set a distinct category for each CodeQL run. For more information, see https://github.blog/changelog/TODO",
+      );
+      core.exportVariable("CODEQL_MERGE_SARIF_DEPRECATION_WARNING", "true");
+    }
+
     return combineSarifFiles(sarifFiles, logger);
   }
 
diff --git a/src/util.ts b/src/util.ts
index 9fed4fa81..44dbd0508 100644
--- a/src/util.ts
+++ b/src/util.ts
@@ -56,8 +56,11 @@ export interface SarifFile {
 export interface SarifRun {
   tool?: {
     driver?: {
+      guid?: string;
       name?: string;
+      fullName?: string;
       semanticVersion?: string;
+      version?: string;
     };
   };
   automationDetails?: {