--- title: "How Standardizing Product Telemetry Reduced Time to Insight by 97%" url: https://daily.dev/posts/how-standardizing-product-telemetry-reduced-time-to-insight-by-97--aw8t71y46 source_url: https://engineering.salesforce.com/how-standardizing-product-telemetry-reduced-time-to-insight-by-97 type: article source: "Salesforce Engineering" published: 2026-08-11T00:21:14.851Z updated: 2026-08-11T00:21:42.744Z tags: ["backend", "observability", "salesforce"] reading_time: 5 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # How Standardizing Product Telemetry Reduced Time to Insight by 97% **[Salesforce Engineering](https://daily.dev/sources/salesforceeng)** · 5 min read · 1 upvotes · 0 comments ## Summary Salesforce replaced fragmented, per-team telemetry pipelines with a standardized Product Data Platform (PDP) that processes 45 billion rows of data daily across 19,000 distinct events and 2,000+ product features. Before PDP, roughly 80% of product teams wanted the same basic adoption metrics but built custom solutions independently, causing silos and duplicated work. PDP introduced a mandatory-plus-optional schema on Monitoring Cloud infrastructure, automated downstream metric generation, and cut time to insight from ~one month to daily refreshes — a 97% reduction. An AI-powered MCP tool now recommends correct instrumentation automatically, and developer onboarding surveys consistently score ~9/10 CSAT. The standardized data foundation also enables AI-powered analytics and MCP integrations across Salesforce products like Agentforce and Tableau. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What concrete results did Salesforce see after standardizing product telemetry with their Product Data Platform? Standardizing telemetry reduced time to insight by approximately 97% — dashboards that previously took about a month to reflect new instrumentation now refresh daily. The platform processes 45 billion rows of data every day across 19,000 distinct events covering more than 2,000 product features. Developer onboarding surveys consistently report approximately 9/10 CSAT, and teams that previously needed multiple engineers for manual telemetry work now spend only a few hours on standardized instrumentation. _Teams shipping internal platforms track adoption metric wins like these on daily.dev._ ### How did Salesforce handle the tension between standardizing telemetry and allowing product-specific flexibility in their schema design? Salesforce built a standardized custom schema on Monitoring Cloud infrastructure with two tiers: mandatory fields required for consistent cross-product metrics, and carefully governed optional attributes that give individual teams flexibility without breaking standardization. The schema continues evolving as new cross-product use cases emerge, and close collaboration with subject matter experts from products like Agentforce and Tableau shaped the balance between uniformity and product-specific needs. _Engineers designing shared data schemas find real-world trade-off discussions like this on daily.dev._ ## Similar posts on daily.dev - [Cutting Customer Case Volume 20x with Petabyte-Scale Health Signals](https://daily.dev/posts/cutting-customer-case-volume-20x-with-petabyte-scale-health-signals-jgf5of23j) · Salesforce Engineering · 0 upvotes · 0 comments - [Revolutionizing Data Cloud: Inside the New ML Recommendations System](https://daily.dev/posts/revolutionizing-data-cloud-inside-the-new-ml-recommendations-system-yg6jqpahm) · Salesforce Engineering · 1 upvotes · 0 comments - [How Engineering 360 Unified Operations at Scale and Reached 80% Adoption](https://daily.dev/posts/how-engineering-360-unified-operations-at-scale-and-reached-80-adoption-rwtmtlsfb) · Salesforce Engineering · 0 upvotes · 0 comments - [How Cursor AI Slashed Dashboard Migration Time 75%](https://daily.dev/posts/how-cursor-ai-slashed-dashboard-migration-time-75--llqac7r1m) · Salesforce Engineering · 49 upvotes · 1 comments - [Building Data Cloud's New Unstructured Data Governance](https://daily.dev/posts/building-data-cloud-s-new-unstructured-data-governance-iuhyyhs1c) · Salesforce Engineering · 0 upvotes · 0 comments --- Tags: [#backend](https://daily.dev/tags/backend), [#observability](https://daily.dev/tags/observability), [#salesforce](https://daily.dev/tags/salesforce) [View this post on daily.dev](https://daily.dev/posts/how-standardizing-product-telemetry-reduced-time-to-insight-by-97--aw8t71y46)