# Changelog #15: improved data flow graph, anomaly detection and more

DevFeed: [Changelog #15: improved data flow graph, anomaly detection and more](<https://devfeed.tech/articles/changelog-15-improved-data-flow-graph-anomaly-detection-and-more-18420.md>)

Original publisher: [Read original article](<https://www.tinybird.co/blog/changelog-15>)

Author: Tinybird

Published: 2021-06-25T00:00:00Z

Content type: release

Language: en

Sources: [Tinybird](<https://devfeed.tech/sources/tinybird.md>)

Topics: [changelog](<https://devfeed.tech/topics/changelog.md>), [data](<https://devfeed.tech/topics/data.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [JSON](<https://devfeed.tech/topics/json.md>)

Tags: [anomaly-detection](<https://devfeed.tech/tags/anomaly-detection.md>), [changelog](<https://devfeed.tech/tags/changelog.md>), [cli](<https://devfeed.tech/tags/cli.md>), [data](<https://devfeed.tech/tags/data.md>), [improvements](<https://devfeed.tech/tags/improvements.md>), [json](<https://devfeed.tech/tags/json.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [product-updates](<https://devfeed.tech/tags/product-updates.md>), [visualization](<https://devfeed.tech/tags/visualization.md>)

## AI overview

Changelog #15 covers an improved data flow graph, anomaly detection, dependency visualization, Kafka improvements, JSON data ingestion, and CLI enhancements.

## Source excerpt

Better visualization of dependencies, Kafka improvements, how to ingest JSON data, CLI enhacements and more.