ObservabilityOS vs Soda

ObservabilityOS collects structured logs and supports observability workflows across logs, metrics, and traces. It uses rolling statistical Z-score baselines to flag changes in error rates, latency, and CPU usage, then can use GPT-4 or Claude for incident analysis that describes what happened, why, and a suggested hotfix. Log collection options include a JavaScript/TypeScript SDK and a Docker sidecar for local logs or container output. The ingestion API supports native OTLP HTTP/JSON for existing collectors. Listed integrations include OpenTelemetry, GitHub, Slack, Discord, Microsoft Teams, Docker, Kubernetes, PostgreSQL, and Redis. Incident tools include threaded comments, runbooks, health dashboards, SLOs, and live SSE monitoring. The maker says telemetry is scrubbed before storage and sensitive client data is not sent to external LLMs. Plans include a free developer option, a free source-available self-hosted option, and Pro Cloud at $29/mo. The developer plan allows one service, 500MB of logs monthly, and seven-day retention; Pro Cloud lists 10 services, 10GB monthly, and 30-day retention.

Soda is a data quality platform for monitoring production data, testing data through development and deployment, and investigating issues. Its machine-learning-powered observability looks for unexpected changes without requiring every rule to be set in advance. Teams can test data during development, deployment, transformation, and CI/CD workflows. Data contracts let producers and consumers specify expected schemas, data types, value ranges, and other constraints. Soda lists integrations including Databricks, Snowflake, PostgreSQL, Airflow, dbt, Slack, Microsoft Teams, Jira, and PagerDuty, and offers three deployment models for different infrastructure and privacy needs. Its listed database support includes Athena, BigQuery, Databricks SQL, Dremio, DuckDB, Fabric, MySQL, Oracle, PostgreSQL, Redshift, Spark Dataframe, Snowflake, SQL Server, Synapse, and Trino. The Free plan is free and includes pipeline testing, metrics observability, and alerting and ticketing integrations. Team is $750 a month; Enterprise has no listed price. Soda lists SOC 2 Type 2, SOC 3, DORA, and GDPR under compliance. It was founded in 2019 and lists locations in Chicago, Illinois, and Brussels, Belgium.