# How we measure data completeness at scale

DevFeed: [How we measure data completeness at scale](<https://devfeed.tech/articles/how-we-measure-data-completeness-at-scale-2269.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/engineering/data-pipeline-completeness/>)

Author: Valentin Touffet; Alexandre Olivier

Published: 2026-07-01T00:00:00Z

Content type: article

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [telemetry](<https://devfeed.tech/topics/telemetry.md>), [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [data](<https://devfeed.tech/tags/data.md>), [data-engineering](<https://devfeed.tech/tags/data-engineering.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [payload](<https://devfeed.tech/tags/payload.md>), [scale](<https://devfeed.tech/tags/scale.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>)

## AI overview

Datadog explains its approach to verifying, in real time and per customer, that telemetry payloads remain complete across large distributed ingestion pipelines.

## Source excerpt

Learn how Datadog helps ensure data completeness at scale, enabling accurate alerts and safer automated decisions across distributed pipelines.