diff --git a/orchestrator/src/client/api/client.ts b/orchestrator/src/client/api/client.ts
index 880b8bb..b10c3be 100644
--- a/orchestrator/src/client/api/client.ts
+++ b/orchestrator/src/client/api/client.ts
@@ -48,7 +48,7 @@ import type {
   VisaSponsorSearchResponse,
   VisaSponsorStatusResponse,
 } from "@shared/types";
-import { trackEvent } from "@/lib/analytics";
+import { bucketQueryLength, trackProductEvent } from "@/lib/analytics";
 import { showDemoBlockedToast, showDemoSimulatedToast } from "@/lib/demo-toast";
 
 const API_BASE = "/api";
@@ -1393,10 +1393,10 @@ export async function searchVisaSponsors(input: {
   minScore?: number;
 }): Promise<VisaSponsorSearchResponse> {
   if (input.query?.trim()) {
-    trackEvent("visa_sponsor_search", {
-      query: input.query.trim(),
+    trackProductEvent("visa_sponsor_search", {
+      query_length_bucket: bucketQueryLength(input.query.trim()),
       limit: input.limit,
-      minScore: input.minScore,
+      min_score: input.minScore,
     });
   }
   return fetchApi<VisaSponsorSearchResponse>("/visa-sponsors/search", {
diff --git a/orchestrator/src/client/components/ReadyPanel.tsx b/orchestrator/src/client/components/ReadyPanel.tsx
index 15ecc57..515576e 100644
--- a/orchestrator/src/client/components/ReadyPanel.tsx
+++ b/orchestrator/src/client/components/ReadyPanel.tsx
@@ -39,6 +39,7 @@ import {
   DropdownMenuSeparator,
   DropdownMenuTrigger,
 } from "@/components/ui/dropdown-menu";
+import { trackProductEvent } from "@/lib/analytics";
 import {
   cn,
   copyTextToClipboard,
@@ -132,6 +133,12 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
       try {
         // Revert to ready status
         await api.updateJob(jobId, { status: "ready" });
+        trackProductEvent("jobs_job_action_completed", {
+          action: "move_to_ready",
+          result: "success",
+          from_status: "applied",
+          to_status: "ready",
+        });
         toast.success("Reverted to Ready");
 
         if (recentlyApplied?.timeoutId) {
@@ -140,6 +147,12 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
         setRecentlyApplied(null);
         await onJobUpdated();
       } catch (error) {
+        trackProductEvent("jobs_job_action_completed", {
+          action: "move_to_ready",
+          result: "error",
+          from_status: "applied",
+          to_status: "ready",
+        });
         const message =
           error instanceof Error ? error.message : "Failed to undo";
         toast.error(message);
@@ -155,6 +168,12 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
     try {
       setIsMarkingApplied(true);
       await markAsAppliedMutation.mutateAsync(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "mark_applied",
+        result: "success",
+        from_status: job.status,
+        to_status: "applied",
+      });
 
       // Store for undo
       const timeoutId = setTimeout(() => {
@@ -181,6 +200,12 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
         duration: 6000,
       });
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "mark_applied",
+        result: "error",
+        from_status: job.status,
+        to_status: "applied",
+      });
       const message =
         error instanceof Error ? error.message : "Failed to mark as applied";
       toast.error(message);
@@ -195,9 +220,19 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
     try {
       setIsRegenerating(true);
       await api.generateJobPdf(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "generate_pdf",
+        result: "success",
+        from_status: job.status,
+      });
       toast.success("PDF regenerated");
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "generate_pdf",
+        result: "error",
+        from_status: job.status,
+      });
       const message =
         error instanceof Error ? error.message : "Failed to regenerate PDF";
       toast.error(message);
@@ -216,10 +251,22 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
 
     try {
       await skipJobMutation.mutateAsync(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "success",
+        from_status: job.status,
+        to_status: "skipped",
+      });
       toast.message("Job skipped");
       onJobMoved(job.id);
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "error",
+        from_status: job.status,
+        to_status: "skipped",
+      });
       const message = error instanceof Error ? error.message : "Failed to skip";
       toast.error(message);
     }
@@ -244,10 +291,20 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
     try {
       setIsRegenerating(true);
       await api.generateJobPdf(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "generate_pdf",
+        result: "success",
+        from_status: job.status,
+      });
       toast.success("PDF regenerated");
       await onJobUpdated();
       setMode("ready");
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "generate_pdf",
+        result: "error",
+        from_status: job.status,
+      });
       const message =
         error instanceof Error ? error.message : "Failed to regenerate PDF";
       toast.error(message);
@@ -293,8 +350,22 @@ export const ReadyPanel: React.FC<ReadyPanelProps> = ({
         job={job}
         className="pb-4 border-b border-border/40"
         onCheckSponsor={async () => {
-          await api.checkSponsor(job.id);
-          await onJobUpdated();
+          try {
+            await api.checkSponsor(job.id);
+            trackProductEvent("jobs_job_action_completed", {
+              action: "check_sponsor",
+              result: "success",
+              from_status: job.status,
+            });
+            await onJobUpdated();
+          } catch (error) {
+            trackProductEvent("jobs_job_action_completed", {
+              action: "check_sponsor",
+              result: "error",
+              from_status: job.status,
+            });
+            throw error;
+          }
         }}
       />
 
diff --git a/orchestrator/src/client/components/discovered-panel/DiscoveredPanel.tsx b/orchestrator/src/client/components/discovered-panel/DiscoveredPanel.tsx
index dacf9d1..aa3956b 100644
--- a/orchestrator/src/client/components/discovered-panel/DiscoveredPanel.tsx
+++ b/orchestrator/src/client/components/discovered-panel/DiscoveredPanel.tsx
@@ -5,6 +5,7 @@ import type { Job } from "@shared/types.js";
 import type React from "react";
 import { useEffect, useRef, useState } from "react";
 import { toast } from "sonner";
+import { trackProductEvent } from "@/lib/analytics";
 import { JobDetailsEditDrawer } from "../JobDetailsEditDrawer";
 import { DecideMode } from "./DecideMode";
 import { EmptyState } from "./EmptyState";
@@ -60,10 +61,22 @@ export const DiscoveredPanel: React.FC<DiscoveredPanelProps> = ({
     try {
       setIsSkipping(true);
       await skipJobMutation.mutateAsync(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "success",
+        from_status: job.status,
+        to_status: "skipped",
+      });
       toast.message("Job skipped");
       onJobMoved(job.id);
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "error",
+        from_status: job.status,
+        to_status: "skipped",
+      });
       const message =
         error instanceof Error ? error.message : "Failed to skip job";
       toast.error(message);
@@ -77,6 +90,12 @@ export const DiscoveredPanel: React.FC<DiscoveredPanelProps> = ({
     try {
       setIsFinalizing(true);
       await api.processJob(job.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "process_job",
+        result: "success",
+        from_status: job.status,
+        to_status: "ready",
+      });
 
       toast.success("Job moved to Ready", {
         description: "Your tailored PDF has been generated.",
@@ -85,6 +104,12 @@ export const DiscoveredPanel: React.FC<DiscoveredPanelProps> = ({
       onJobMoved(job.id);
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "process_job",
+        result: "error",
+        from_status: job.status,
+        to_status: "ready",
+      });
       const message =
         error instanceof Error ? error.message : "Failed to finalize job";
       toast.error(message);
@@ -115,8 +140,22 @@ export const DiscoveredPanel: React.FC<DiscoveredPanelProps> = ({
           isRescoring={isRescoring}
           onEditDetails={() => setIsEditDetailsOpen(true)}
           onCheckSponsor={async () => {
-            await api.checkSponsor(job.id);
-            await onJobUpdated();
+            try {
+              await api.checkSponsor(job.id);
+              trackProductEvent("jobs_job_action_completed", {
+                action: "check_sponsor",
+                result: "success",
+                from_status: job.status,
+              });
+              await onJobUpdated();
+            } catch (error) {
+              trackProductEvent("jobs_job_action_completed", {
+                action: "check_sponsor",
+                result: "error",
+                from_status: job.status,
+              });
+              throw error;
+            }
           }}
         />
       ) : (
diff --git a/orchestrator/src/client/hooks/useRescoreJob.ts b/orchestrator/src/client/hooks/useRescoreJob.ts
index a5cae5c..8427896 100644
--- a/orchestrator/src/client/hooks/useRescoreJob.ts
+++ b/orchestrator/src/client/hooks/useRescoreJob.ts
@@ -1,6 +1,7 @@
 import { useCallback, useState } from "react";
 import { toast } from "sonner";
 import { useRescoreJobMutation } from "@/client/hooks/queries/useJobMutations";
+import { trackProductEvent } from "@/lib/analytics";
 
 export function useRescoreJob(onJobUpdated: () => void | Promise<void>) {
   const [isRescoring, setIsRescoring] = useState(false);
@@ -13,9 +14,17 @@ export function useRescoreJob(onJobUpdated: () => void | Promise<void>) {
       try {
         setIsRescoring(true);
         await rescoreMutation.mutateAsync(jobId);
+        trackProductEvent("jobs_job_action_completed", {
+          action: "rescore",
+          result: "success",
+        });
         toast.success("Match recalculated");
         await onJobUpdated();
       } catch (error) {
+        trackProductEvent("jobs_job_action_completed", {
+          action: "rescore",
+          result: "error",
+        });
         const message =
           error instanceof Error
             ? error.message
diff --git a/orchestrator/src/client/pages/TracerLinksPage.tsx b/orchestrator/src/client/pages/TracerLinksPage.tsx
index ef4041f..0c266c6 100644
--- a/orchestrator/src/client/pages/TracerLinksPage.tsx
+++ b/orchestrator/src/client/pages/TracerLinksPage.tsx
@@ -42,6 +42,7 @@ import {
   TableHeader,
   TableRow,
 } from "@/components/ui/table";
+import { bucketClicks, bucketCount, trackProductEvent } from "@/lib/analytics";
 import { copyTextToClipboard } from "@/lib/utils";
 
 const chartConfig = {
@@ -229,9 +230,16 @@ export const TracerLinksPage: React.FC = () => {
     return { humanClicks, totalClicks, lastActivityAt };
   }, [drilldownMode, jobDrilldown]);
 
-  const handleCopyDestination = async (destinationUrl: string) => {
+  const handleCopyDestination = async (
+    destinationUrl: string,
+    isActiveLink: boolean,
+  ) => {
     try {
       await copyTextToClipboard(destinationUrl);
+      trackProductEvent("tracer_destination_copied", {
+        drilldown_mode: drilldownMode,
+        is_active_link: isActiveLink,
+      });
       toast.success("Link copied");
     } catch {
       toast.error("Could not copy link");
@@ -240,11 +248,40 @@ export const TracerLinksPage: React.FC = () => {
   const getRowClicks = (row: JobTracerLinkAnalyticsItem) =>
     drilldownMode === "human" ? row.humanClicks : row.clicks;
 
-  const handleSelectTopJob = (job: TracerAnalyticsTopJob) => {
+  const getDateRangeDaysBucket = () => {
+    if (!query.from || !query.to || query.to < query.from) return "unset";
+    const secondsPerDay = 24 * 60 * 60;
+    const days = Math.floor((query.to - query.from) / secondsPerDay) + 1;
+    return bucketCount(days);
+  };
+
+  const trackFiltersApplied = () => {
+    trackProductEvent("tracer_filters_applied", {
+      include_bots: includeBots,
+      has_from: Boolean(fromDate),
+      has_to: Boolean(toDate),
+      date_range_days_bucket: getDateRangeDaysBucket(),
+    });
+  };
+
+  const handleSelectTopJob = (job: TracerAnalyticsTopJob, rank: number) => {
+    trackProductEvent("tracer_drilldown_opened", {
+      rank,
+      human_clicks_bucket: bucketClicks(job.humanClicks),
+      total_clicks_bucket: bucketClicks(job.clicks),
+    });
     setSelectedDrilldownJobId(job.jobId);
     setIsDrilldownOpen(true);
   };
 
+  const handleSetDrilldownMode = (mode: "human" | "all") => {
+    if (drilldownMode === mode) return;
+    setDrilldownMode(mode);
+    trackProductEvent("tracer_drilldown_mode_changed", {
+      mode,
+    });
+  };
+
   return (
     <>
       <PageHeader
@@ -269,6 +306,7 @@ export const TracerLinksPage: React.FC = () => {
                       type="date"
                       value={fromDate}
                       onChange={(event) => setFromDate(event.target.value)}
+                      onBlur={trackFiltersApplied}
                     />
                   </div>
                   <div className="space-y-1">
@@ -278,6 +316,7 @@ export const TracerLinksPage: React.FC = () => {
                       type="date"
                       value={toDate}
                       onChange={(event) => setToDate(event.target.value)}
+                      onBlur={trackFiltersApplied}
                     />
                   </div>
                   <label
@@ -287,9 +326,15 @@ export const TracerLinksPage: React.FC = () => {
                     <Checkbox
                       id="tracer-include-bots"
                       checked={includeBots}
-                      onCheckedChange={(checked) =>
-                        setIncludeBots(Boolean(checked))
-                      }
+                      onCheckedChange={(checked) => {
+                        setIncludeBots(Boolean(checked));
+                        trackProductEvent("tracer_filters_applied", {
+                          include_bots: Boolean(checked),
+                          has_from: Boolean(fromDate),
+                          has_to: Boolean(toDate),
+                          date_range_days_bucket: getDateRangeDaysBucket(),
+                        });
+                      }}
                     />
                     <span className="text-sm">Include likely bots</span>
                   </label>
@@ -390,14 +435,14 @@ export const TracerLinksPage: React.FC = () => {
               </TableRow>
             </TableHeader>
             <TableBody>
-              {(analytics?.topJobs ?? []).map((row) => (
+              {(analytics?.topJobs ?? []).map((row, index) => (
                 <TableRow
                   key={row.jobId}
                   className="cursor-pointer"
                   data-state={
                     selectedJobId === row.jobId ? "selected" : undefined
                   }
-                  onClick={() => handleSelectTopJob(row)}
+                  onClick={() => handleSelectTopJob(row, index + 1)}
                 >
                   <TableCell>
                     <div className="font-medium">{row.title}</div>
@@ -473,7 +518,7 @@ export const TracerLinksPage: React.FC = () => {
                         variant={
                           drilldownMode === "human" ? "default" : "outline"
                         }
-                        onClick={() => setDrilldownMode("human")}
+                        onClick={() => handleSetDrilldownMode("human")}
                       >
                         Human only
                       </Button>
@@ -483,7 +528,7 @@ export const TracerLinksPage: React.FC = () => {
                         variant={
                           drilldownMode === "all" ? "default" : "outline"
                         }
-                        onClick={() => setDrilldownMode("all")}
+                        onClick={() => handleSetDrilldownMode("all")}
                       >
                         Human + bots
                       </Button>
@@ -509,6 +554,12 @@ export const TracerLinksPage: React.FC = () => {
                           target="_blank"
                           rel="noreferrer"
                           className="inline-flex"
+                          onClick={() =>
+                            trackProductEvent("tracer_external_link_opened", {
+                              origin: "drilldown",
+                              drilldown_mode: drilldownMode,
+                            })
+                          }
                         >
                           <Button
                             type="button"
@@ -525,7 +576,7 @@ export const TracerLinksPage: React.FC = () => {
                           variant="ghost"
                           className="h-7 w-7"
                           onClick={() =>
-                            void handleCopyDestination(row.destinationUrl)
+                            void handleCopyDestination(row.destinationUrl, true)
                           }
                         >
                           <Copy className="h-4 w-4" />
@@ -564,6 +615,15 @@ export const TracerLinksPage: React.FC = () => {
                                   target="_blank"
                                   rel="noreferrer"
                                   className="inline-flex"
+                                  onClick={() =>
+                                    trackProductEvent(
+                                      "tracer_external_link_opened",
+                                      {
+                                        origin: "drilldown",
+                                        drilldown_mode: drilldownMode,
+                                      },
+                                    )
+                                  }
                                 >
                                   <Button
                                     type="button"
@@ -582,6 +642,7 @@ export const TracerLinksPage: React.FC = () => {
                                   onClick={() =>
                                     void handleCopyDestination(
                                       row.destinationUrl,
+                                      false,
                                     )
                                   }
                                 >
diff --git a/orchestrator/src/client/pages/TrackingInboxPage.tsx b/orchestrator/src/client/pages/TrackingInboxPage.tsx
index 664927f..2201d45 100644
--- a/orchestrator/src/client/pages/TrackingInboxPage.tsx
+++ b/orchestrator/src/client/pages/TrackingInboxPage.tsx
@@ -50,6 +50,7 @@ import {
   SelectTrigger,
   SelectValue,
 } from "@/components/ui/select";
+import { trackProductEvent } from "@/lib/analytics";
 import { formatDateTime } from "@/lib/utils";
 import * as api from "../api";
 import { EmptyState, PageHeader, PageMain } from "../components";
@@ -80,6 +81,7 @@ export const TrackingInboxPage: React.FC = () => {
   const [accountKey, setAccountKey] = useState("default");
   const [maxMessages, setMaxMessages] = useState("100");
   const [searchDays, setSearchDays] = useState("90");
+  const isDefaultAccountKey = accountKey.trim() === "default";
 
   const [isRefreshing, setIsRefreshing] = useState(false);
   const [isActionLoading, setIsActionLoading] = useState(false);
@@ -291,7 +293,15 @@ export const TrackingInboxPage: React.FC = () => {
       let syncToastId: string | number | null = null;
       try {
         if (action === "connect") {
+          trackProductEvent("tracking_inbox_connect_started", {
+            provider,
+            account_key_is_default: isDefaultAccountKey,
+          });
           if (provider !== "gmail") {
+            trackProductEvent("tracking_inbox_connect_completed", {
+              provider,
+              result: "error",
+            });
             toast.error(
               `${provider} connect is not implemented yet. Use Gmail for now.`,
             );
@@ -307,6 +317,10 @@ export const TrackingInboxPage: React.FC = () => {
             "popup,width=520,height=720",
           );
           if (!popup) {
+            trackProductEvent("tracking_inbox_connect_completed", {
+              provider,
+              result: "error",
+            });
             toast.error(
               "Browser blocked the Gmail OAuth popup. Allow popups and retry.",
             );
@@ -331,6 +345,10 @@ export const TrackingInboxPage: React.FC = () => {
             state: oauthStart.state,
             code: oauthResult.code,
           });
+          trackProductEvent("tracking_inbox_connect_completed", {
+            provider,
+            result: "success",
+          });
           toast.success("Provider connected");
         } else if (action === "sync") {
           const parsedMaxMessages = Number.parseInt(maxMessages, 10);
@@ -351,6 +369,11 @@ export const TrackingInboxPage: React.FC = () => {
           syncToastId = toast.loading(
             "Sync in progress. This may take up to a couple of minutes.",
           );
+          trackProductEvent("tracking_inbox_sync_started", {
+            provider,
+            max_messages: parsedMaxMessages,
+            search_days: parsedSearchDays,
+          });
 
           await api.postApplicationProviderSync({
             provider,
@@ -358,16 +381,40 @@ export const TrackingInboxPage: React.FC = () => {
             maxMessages: parsedMaxMessages,
             searchDays: parsedSearchDays,
           });
+          trackProductEvent("tracking_inbox_sync_completed", {
+            provider,
+            result: "success",
+          });
           toast.success("Sync completed", {
             ...(syncToastId ? { id: syncToastId } : {}),
           });
         } else {
           await api.postApplicationProviderDisconnect({ provider, accountKey });
+          trackProductEvent("tracking_inbox_disconnect_confirmed", {
+            provider,
+          });
           toast.success("Provider disconnected");
         }
 
         await refresh();
       } catch (error) {
+        if (action === "connect") {
+          const message = error instanceof Error ? error.message : "";
+          trackProductEvent("tracking_inbox_connect_completed", {
+            provider,
+            result: message.includes("Timed out")
+              ? "timeout"
+              : message.includes("window was closed")
+                ? "cancelled"
+                : "error",
+          });
+        }
+        if (action === "sync") {
+          trackProductEvent("tracking_inbox_sync_completed", {
+            provider,
+            result: "error",
+          });
+        }
         const message =
           error instanceof Error
             ? error.message
@@ -384,6 +431,7 @@ export const TrackingInboxPage: React.FC = () => {
     },
     [
       accountKey,
+      isDefaultAccountKey,
       maxMessages,
       provider,
       refresh,
@@ -393,7 +441,11 @@ export const TrackingInboxPage: React.FC = () => {
   );
 
   const handleDecision = useCallback(
-    async (item: PostApplicationInboxItem, decision: "approve" | "deny") => {
+    async (
+      item: PostApplicationInboxItem,
+      decision: "approve" | "deny",
+      context: "main_inbox" | "run_modal",
+    ) => {
       const selectedJobId =
         appliedJobByMessageId[item.message.id] || item.message.matchedJobId;
 
@@ -412,6 +464,13 @@ export const TrackingInboxPage: React.FC = () => {
             jobId: selectedJobId ?? undefined,
             stageTarget: item.message.stageTarget ?? undefined,
           });
+          trackProductEvent("tracking_inbox_review_action_completed", {
+            action: "approve",
+            context,
+            item_count: 1,
+            provider,
+            result: "success",
+          });
           toast.success("Message linked");
         } else {
           await api.denyPostApplicationInboxItem({
@@ -419,11 +478,25 @@ export const TrackingInboxPage: React.FC = () => {
             provider,
             accountKey,
           });
+          trackProductEvent("tracking_inbox_review_action_completed", {
+            action: "deny",
+            context,
+            item_count: 1,
+            provider,
+            result: "success",
+          });
           toast.success("Message ignored");
         }
 
         await refresh();
       } catch (error) {
+        trackProductEvent("tracking_inbox_review_action_completed", {
+          action: decision,
+          context,
+          item_count: 1,
+          provider,
+          result: "error",
+        });
         const message =
           error instanceof Error
             ? error.message
@@ -452,6 +525,16 @@ export const TrackingInboxPage: React.FC = () => {
 
         const { succeeded, failed, skipped } = result;
         const actionLabel = action === "approve" ? "approved" : "ignored";
+        trackProductEvent("tracking_inbox_review_action_completed", {
+          action,
+          context: "main_inbox",
+          item_count: result.requested,
+          provider,
+          result:
+            failed === result.requested && result.requested > 0
+              ? "error"
+              : "success",
+        });
 
         if (failed === 0 && skipped === 0) {
           toast.success(`All ${succeeded} messages ${actionLabel}`);
@@ -467,6 +550,13 @@ export const TrackingInboxPage: React.FC = () => {
 
         await refresh();
       } catch (error) {
+        trackProductEvent("tracking_inbox_review_action_completed", {
+          action,
+          context: "main_inbox",
+          item_count: inbox.length,
+          provider,
+          result: "error",
+        });
         const message =
           error instanceof Error
             ? error.message
@@ -742,7 +832,7 @@ export const TrackingInboxPage: React.FC = () => {
                 appliedJobByMessageId={appliedJobByMessageId}
                 onAppliedJobChange={handleAppliedJobChange}
                 onDecision={(item, decision) =>
-                  void handleDecision(item, decision)
+                  void handleDecision(item, decision, "main_inbox")
                 }
                 isActionLoading={isActionLoading}
                 isAppliedJobsLoading={isAppliedJobsLoading}
@@ -829,7 +919,7 @@ export const TrackingInboxPage: React.FC = () => {
                 appliedJobByMessageId={appliedJobByMessageId}
                 onAppliedJobChange={handleAppliedJobChange}
                 onDecision={(item, decision) =>
-                  void handleDecision(item, decision)
+                  void handleDecision(item, decision, "run_modal")
                 }
                 isActionLoading={isActionLoading}
                 isAppliedJobsLoading={isAppliedJobsLoading}
diff --git a/orchestrator/src/client/pages/orchestrator/JobCommandBar.tsx b/orchestrator/src/client/pages/orchestrator/JobCommandBar.tsx
index c6233ee..1dd8e35 100644
--- a/orchestrator/src/client/pages/orchestrator/JobCommandBar.tsx
+++ b/orchestrator/src/client/pages/orchestrator/JobCommandBar.tsx
@@ -12,6 +12,7 @@ import {
   CommandSeparator,
 } from "@/components/ui/command";
 import { DialogDescription, DialogTitle } from "@/components/ui/dialog";
+import { bucketQueryLength, trackProductEvent } from "@/lib/analytics";
 import type { FilterTab } from "./constants";
 import {
   extractLeadingAtToken,
@@ -205,6 +206,14 @@ export const JobCommandBar: React.FC<JobCommandBarProps> = ({
                       value={`${job.id} ${job.title} ${job.employer}`}
                       keywords={[job.title, job.employer]}
                       onSelect={() => {
+                        trackProductEvent("jobs_command_bar_job_selected", {
+                          had_status_lock: Boolean(activeLock),
+                          status_lock: activeLock ?? "none",
+                          result_group: group.id,
+                          query_length_bucket: bucketQueryLength(
+                            stripLeadingAtToken(query).trim(),
+                          ),
+                        });
                         closeDialog();
                         onSelectJob(getFilterTab(job.status), job.id);
                       }}
diff --git a/orchestrator/src/client/pages/orchestrator/JobDetailPanel.tsx b/orchestrator/src/client/pages/orchestrator/JobDetailPanel.tsx
index 8f8ce9b..5483e14 100644
--- a/orchestrator/src/client/pages/orchestrator/JobDetailPanel.tsx
+++ b/orchestrator/src/client/pages/orchestrator/JobDetailPanel.tsx
@@ -41,6 +41,7 @@ import {
 } from "@/components/ui/dropdown-menu";
 import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
 import { Textarea } from "@/components/ui/textarea";
+import { trackProductEvent } from "@/lib/analytics";
 import {
   copyTextToClipboard,
   formatJobForWebhook,
@@ -215,13 +216,30 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
 
       if (selectedJob.status === "ready") {
         await api.generateJobPdf(selectedJob.id);
+        trackProductEvent("jobs_job_action_completed", {
+          action: "generate_pdf",
+          result: "success",
+          from_status: selectedJob.status,
+        });
         toast.success("Resume regenerated successfully");
       } else {
         await api.processJob(selectedJob.id);
+        trackProductEvent("jobs_job_action_completed", {
+          action: "process_job",
+          result: "success",
+          from_status: selectedJob.status,
+          to_status: "ready",
+        });
         toast.success("Resume generated successfully");
       }
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: selectedJob.status === "ready" ? "generate_pdf" : "process_job",
+        result: "error",
+        from_status: selectedJob.status,
+        ...(selectedJob.status === "ready" ? {} : { to_status: "ready" }),
+      });
       const message =
         error instanceof Error ? error.message : "Failed to process job";
       toast.error(message);
@@ -234,9 +252,21 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
     if (!selectedJob) return;
     try {
       await markAsAppliedMutation.mutateAsync(selectedJob.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "mark_applied",
+        result: "success",
+        from_status: selectedJob.status,
+        to_status: "applied",
+      });
       toast.success("Marked as applied");
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "mark_applied",
+        result: "error",
+        from_status: selectedJob.status,
+        to_status: "applied",
+      });
       const message =
         error instanceof Error ? error.message : "Failed to mark as applied";
       toast.error(message);
@@ -247,9 +277,21 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
     if (!selectedJob) return;
     try {
       await skipJobMutation.mutateAsync(selectedJob.id);
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "success",
+        from_status: selectedJob.status,
+        to_status: "skipped",
+      });
       toast.message("Job skipped");
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "skip",
+        result: "error",
+        from_status: selectedJob.status,
+        to_status: "skipped",
+      });
       const message =
         error instanceof Error ? error.message : "Failed to skip job";
       toast.error(message);
@@ -260,9 +302,21 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
     if (!selectedJob) return;
     try {
       await api.updateJob(selectedJob.id, { status: "in_progress" });
+      trackProductEvent("jobs_job_action_completed", {
+        action: "move_in_progress",
+        result: "success",
+        from_status: selectedJob.status,
+        to_status: "in_progress",
+      });
       toast.success("Moved to in progress");
       await onJobUpdated();
     } catch (error) {
+      trackProductEvent("jobs_job_action_completed", {
+        action: "move_in_progress",
+        result: "error",
+        from_status: selectedJob.status,
+        to_status: "in_progress",
+      });
       const message =
         error instanceof Error
           ? error.message
@@ -354,8 +408,22 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
       <JobHeader
         job={selectedJob}
         onCheckSponsor={async () => {
-          await api.checkSponsor(selectedJob.id);
-          await onJobUpdated();
+          try {
+            await api.checkSponsor(selectedJob.id);
+            trackProductEvent("jobs_job_action_completed", {
+              action: "check_sponsor",
+              result: "success",
+              from_status: selectedJob.status,
+            });
+            await onJobUpdated();
+          } catch (error) {
+            trackProductEvent("jobs_job_action_completed", {
+              action: "check_sponsor",
+              result: "error",
+              from_status: selectedJob.status,
+            });
+            throw error;
+          }
         }}
       />
 
diff --git a/orchestrator/src/client/pages/orchestrator/useJobSelectionActions.tsx b/orchestrator/src/client/pages/orchestrator/useJobSelectionActions.tsx
index 6ea5ef4..acdefd6 100644
--- a/orchestrator/src/client/pages/orchestrator/useJobSelectionActions.tsx
+++ b/orchestrator/src/client/pages/orchestrator/useJobSelectionActions.tsx
@@ -6,6 +6,7 @@ import type {
 } from "@shared/types.js";
 import { useCallback, useEffect, useMemo, useRef, useState } from "react";
 import { toast } from "sonner";
+import { trackProductEvent } from "@/lib/analytics";
 import type { FilterTab } from "./constants";
 import { JobActionProgressToast } from "./JobActionProgressToast";
 import {
@@ -163,6 +164,11 @@ export function useJobSelectionActions({
 
       try {
         setJobActionInFlight(action);
+        trackProductEvent("jobs_bulk_action_started", {
+          action,
+          selected_count: selectedAtStart.length,
+          tab: activeTab,
+        });
         upsertProgressToast();
         await api.streamJobAction(
           {
@@ -227,6 +233,13 @@ export function useJobSelectionActions({
         const result = finalResult as JobActionResponse;
         const failedIds = getFailedJobIds(result);
         const successLabel = jobActionSuccessLabel[action];
+        trackProductEvent("jobs_bulk_action_completed", {
+          action: result.action,
+          requested: result.requested,
+          succeeded: result.succeeded,
+          failed: result.failed,
+          tab: activeTab,
+        });
 
         if (result.failed === 0) {
           toast.success(`${result.succeeded} ${successLabel}`);
@@ -262,7 +275,7 @@ export function useJobSelectionActions({
         setJobActionInFlight(null);
       }
     },
-    [selectedJobIds, loadJobs],
+    [activeTab, selectedJobIds, loadJobs],
   );
 
   return {
diff --git a/orchestrator/src/client/pages/orchestrator/usePipelineControls.ts b/orchestrator/src/client/pages/orchestrator/usePipelineControls.ts
index 17eaec1..b621f45 100644
--- a/orchestrator/src/client/pages/orchestrator/usePipelineControls.ts
+++ b/orchestrator/src/client/pages/orchestrator/usePipelineControls.ts
@@ -7,6 +7,7 @@ import {
 import type { AppSettings, JobSource } from "@shared/types.js";
 import { useCallback, useEffect, useState } from "react";
 import { toast } from "sonner";
+import { trackProductEvent } from "@/lib/analytics";
 import type { AutomaticRunValues } from "./automatic-run";
 import {
   deriveExtractorLimits,
@@ -64,15 +65,27 @@ export function usePipelineControls(
     setIsCancelling(false);
 
     if (pipelineTerminalEvent.status === "cancelled") {
+      trackProductEvent("jobs_pipeline_run_finished", {
+        status: "cancelled",
+        had_error_message: false,
+      });
       toast.message("Pipeline cancelled");
       return;
     }
 
     if (pipelineTerminalEvent.status === "failed") {
+      trackProductEvent("jobs_pipeline_run_finished", {
+        status: "failed",
+        had_error_message: Boolean(pipelineTerminalEvent.errorMessage),
+      });
       toast.error(pipelineTerminalEvent.errorMessage || "Pipeline failed");
       return;
     }
 
+    trackProductEvent("jobs_pipeline_run_finished", {
+      status: "completed",
+      had_error_message: false,
+    });
     toast.success("Pipeline completed");
   }, [pipelineTerminalEvent, setIsPipelineRunning]);
 
@@ -86,11 +99,30 @@ export function usePipelineControls(
       topN: number;
       minSuitabilityScore: number;
       sources: JobSource[];
+      analytics?: {
+        mode?: string;
+        country?: string;
+        hasCityLocations?: boolean;
+        searchTermsCount?: number;
+      };
     }) => {
       try {
         setIsPipelineRunning(true);
         setIsCancelling(false);
-        await api.runPipeline(config);
+        trackProductEvent("jobs_pipeline_run_started", {
+          mode: config.analytics?.mode ?? "automatic",
+          source_count: config.sources.length,
+          top_n: config.topN,
+          min_suitability_score: config.minSuitabilityScore,
+          country: config.analytics?.country,
+          has_city_locations: config.analytics?.hasCityLocations,
+          search_terms_count: config.analytics?.searchTermsCount,
+        });
+        await api.runPipeline({
+          topN: config.topN,
+          minSuitabilityScore: config.minSuitabilityScore,
+          sources: config.sources,
+        });
         toast.message("Pipeline started", {
           description: `Sources: ${config.sources.join(", ")}. This may take a few minutes.`,
         });
@@ -110,6 +142,9 @@ export function usePipelineControls(
 
     try {
       setIsCancelling(true);
+      trackProductEvent("jobs_pipeline_run_cancel_requested", {
+        was_running: isPipelineRunning,
+      });
       const result = await api.cancelPipeline();
       toast.message(result.message);
     } catch (error) {
@@ -167,6 +202,12 @@ export function usePipelineControls(
         topN: values.topN,
         minSuitabilityScore: values.minSuitabilityScore,
         sources: compatibleSources,
+        analytics: {
+          mode: "automatic",
+          country: values.country,
+          hasCityLocations: values.cityLocations.length > 0,
+          searchTermsCount: values.searchTerms.length,
+        },
       });
       setIsRunModeModalOpen(false);
     },
@@ -175,6 +216,9 @@ export function usePipelineControls(
 
   const handleManualImported = useCallback(
     async (importedJobId: string) => {
+      trackProductEvent("jobs_pipeline_run_started", {
+        mode: "manual_import",
+      });
       await loadJobs();
       navigateWithContext("ready", importedJobId);
     },
diff --git a/orchestrator/src/lib/analytics.test.ts b/orchestrator/src/lib/analytics.test.ts
new file mode 100644
index 0000000..51adb51
--- /dev/null
+++ b/orchestrator/src/lib/analytics.test.ts
@@ -0,0 +1,68 @@
+import {
+  __resetAnalyticsTestState,
+  bucketQueryLength,
+  trackProductEvent,
+} from "./analytics";
+
+describe("analytics", () => {
+  const track = vi.fn();
+
+  beforeEach(() => {
+    vi.useFakeTimers();
+    vi.setSystemTime(new Date("2026-02-25T12:00:00Z"));
+    track.mockReset();
+    __resetAnalyticsTestState();
+    Object.defineProperty(window, "umami", {
+      configurable: true,
+      value: { track },
+    });
+  });
+
+  afterEach(() => {
+    vi.useRealTimers();
+  });
+
+  it("dedupes identical product events within the dedupe window", () => {
+    trackProductEvent("tracer_drilldown_mode_changed", { mode: "human" });
+    trackProductEvent("tracer_drilldown_mode_changed", { mode: "human" });
+
+    expect(track).toHaveBeenCalledTimes(1);
+
+    vi.advanceTimersByTime(3_001);
+    trackProductEvent("tracer_drilldown_mode_changed", { mode: "human" });
+
+    expect(track).toHaveBeenCalledTimes(2);
+  });
+
+  it("drops disallowed keys and non-primitive payload values", () => {
+    trackProductEvent("jobs_pipeline_run_started", {
+      mode: "automatic",
+      source_count: 2,
+      top_n: 10,
+      min_suitability_score: 50,
+      country: "uk",
+      has_city_locations: true,
+      search_terms_count: 3,
+      query: "software engineer",
+      destination_url: "https://example.com",
+      extra: { nested: true },
+    } as any);
+
+    expect(track).toHaveBeenCalledTimes(1);
+    expect(track).toHaveBeenCalledWith("jobs_pipeline_run_started", {
+      mode: "automatic",
+      source_count: 2,
+      top_n: 10,
+      min_suitability_score: 50,
+      country: "uk",
+      has_city_locations: true,
+      search_terms_count: 3,
+    });
+  });
+
+  it("buckets query lengths without sending raw query text", () => {
+    expect(bucketQueryLength("")).toBe("0");
+    expect(bucketQueryLength("abc")).toBe("1_3");
+    expect(bucketQueryLength("hello world")).toBe("11_30");
+  });
+});
diff --git a/orchestrator/src/lib/analytics.ts b/orchestrator/src/lib/analytics.ts
index 92d9fff..3f2f819 100644
--- a/orchestrator/src/lib/analytics.ts
+++ b/orchestrator/src/lib/analytics.ts
@@ -12,3 +12,213 @@ export function trackEvent(event: string, data?: Record<string, unknown>) {
   if (typeof window === "undefined") return;
   window.umami?.track(event, data);
 }
+
+type ProductEventMap = {
+  jobs_pipeline_run_started: {
+    mode: string;
+    source_count?: number;
+    top_n?: number;
+    min_suitability_score?: number;
+    country?: string;
+    has_city_locations?: boolean;
+    search_terms_count?: number;
+  };
+  jobs_pipeline_run_cancel_requested: {
+    was_running: boolean;
+  };
+  jobs_pipeline_run_finished: {
+    status: "completed" | "failed" | "cancelled";
+    had_error_message: boolean;
+  };
+  jobs_bulk_action_started: {
+    action: string;
+    selected_count: number;
+    tab: string;
+  };
+  jobs_bulk_action_completed: {
+    action: string;
+    requested: number;
+    succeeded: number;
+    failed: number;
+    tab: string;
+  };
+  jobs_job_action_completed: {
+    action: string;
+    result: "success" | "error";
+    from_status?: string;
+    to_status?: string;
+  };
+  jobs_command_bar_job_selected: {
+    had_status_lock: boolean;
+    status_lock: string;
+    result_group: string;
+    query_length_bucket: string;
+  };
+  tracking_inbox_connect_started: {
+    provider: string;
+    account_key_is_default: boolean;
+  };
+  tracking_inbox_connect_completed: {
+    provider: string;
+    result: "success" | "error" | "cancelled" | "timeout";
+  };
+  tracking_inbox_sync_started: {
+    provider: string;
+    max_messages: number;
+    search_days: number;
+  };
+  tracking_inbox_sync_completed: {
+    provider: string;
+    result: "success" | "error";
+  };
+  tracking_inbox_disconnect_confirmed: {
+    provider: string;
+  };
+  tracking_inbox_review_action_completed: {
+    action: "approve" | "deny";
+    context: "main_inbox" | "run_modal";
+    item_count: number;
+    provider: string;
+    result: "success" | "error";
+  };
+  tracer_filters_applied: {
+    include_bots: boolean;
+    has_from: boolean;
+    has_to: boolean;
+    date_range_days_bucket: string;
+  };
+  tracer_drilldown_opened: {
+    rank: number;
+    human_clicks_bucket: string;
+    total_clicks_bucket: string;
+  };
+  tracer_drilldown_mode_changed: {
+    mode: "human" | "all";
+  };
+  tracer_destination_copied: {
+    drilldown_mode: "human" | "all";
+    is_active_link: boolean;
+  };
+  tracer_external_link_opened: {
+    origin: "top_links" | "drilldown";
+    drilldown_mode: "human" | "all";
+  };
+  visa_sponsor_search: {
+    query_length_bucket: string;
+    limit?: number;
+    min_score?: number;
+  };
+};
+
+type ProductEventName = keyof ProductEventMap;
+type Primitive = string | number | boolean | null;
+type SanitizedPayload = Record<string, Primitive>;
+
+const DEDUPE_WINDOW_MS = 3_000;
+const recentEventCache = new Map<string, number>();
+const DISALLOWED_KEY_PARTS = [
+  "query",
+  "url",
+  "token",
+  "secret",
+  "password",
+  "authorization",
+  "cookie",
+  "code",
+] as const;
+
+function sanitizeEventPayload(
+  data: Record<string, unknown> | undefined,
+): SanitizedPayload | undefined {
+  if (!data) return undefined;
+  const sanitized: SanitizedPayload = {};
+  for (const [key, value] of Object.entries(data)) {
+    const loweredKey = key.toLowerCase();
+    if (DISALLOWED_KEY_PARTS.some((part) => loweredKey.includes(part))) {
+      continue;
+    }
+    if (
+      value === null ||
+      typeof value === "string" ||
+      typeof value === "number" ||
+      typeof value === "boolean"
+    ) {
+      sanitized[key] = value;
+    }
+  }
+  return Object.keys(sanitized).length > 0 ? sanitized : undefined;
+}
+
+function stableStringify(value: Record<string, Primitive> | undefined): string {
+  if (!value) return "";
+  const orderedKeys = Object.keys(value).sort();
+  const ordered: Record<string, Primitive> = {};
+  for (const key of orderedKeys) {
+    ordered[key] = value[key];
+  }
+  return JSON.stringify(ordered);
+}
+
+function shouldDedupe(
+  event: string,
+  data: SanitizedPayload | undefined,
+): boolean {
+  const now = Date.now();
+  const cacheKey = `${event}:${stableStringify(data)}`;
+  const lastSeenAt = recentEventCache.get(cacheKey);
+  recentEventCache.set(cacheKey, now);
+
+  for (const [key, timestamp] of recentEventCache.entries()) {
+    if (now - timestamp > DEDUPE_WINDOW_MS) {
+      recentEventCache.delete(key);
+    }
+  }
+
+  return typeof lastSeenAt === "number" && now - lastSeenAt < DEDUPE_WINDOW_MS;
+}
+
+export function trackProductEvent<T extends ProductEventName>(
+  event: T,
+  data: ProductEventMap[T],
+) {
+  const sanitized = sanitizeEventPayload(data as Record<string, unknown>);
+  if (shouldDedupe(event, sanitized)) return;
+  trackEvent(event, sanitized);
+}
+
+export function bucketCount(value: number): string {
+  if (!Number.isFinite(value) || value <= 0) return "0";
+  if (value === 1) return "1";
+  if (value <= 5) return "2_5";
+  if (value <= 20) return "6_20";
+  if (value <= 100) return "21_100";
+  return "101_plus";
+}
+
+export function bucketClicks(value: number): string {
+  if (!Number.isFinite(value) || value <= 0) return "0";
+  if (value === 1) return "1";
+  if (value <= 5) return "2_5";
+  if (value <= 20) return "6_20";
+  if (value <= 50) return "21_50";
+  return "51_plus";
+}
+
+export function bucketQueryLength(value: string | number): string {
+  const length =
+    typeof value === "number"
+      ? value
+      : typeof value === "string"
+        ? value.length
+        : 0;
+  if (!Number.isFinite(length) || length <= 0) return "0";
+  if (length <= 3) return "1_3";
+  if (length <= 10) return "4_10";
+  if (length <= 30) return "11_30";
+  if (length <= 100) return "31_100";
+  return "101_plus";
+}
+
+export function __resetAnalyticsTestState() {
+  recentEventCache.clear();
+}