Suggestions appear as you type. Use the up and down arrows to choose one and Enter to open it.

This page's audience our own tag's counts — open to see them
–Visits
–Page views
–Clicks to vendors
–Time on page
–Reading now
Clicks to vendors, by tool
  • –
Top countries
  • –
Devices
  • –

– · visits, page views and clicks counted by our own tag, which counts more than our checked analytics; every figure rounded down · how we count

Head-to-head · Data Observability Tools

Datadog Data Observability vs Soda

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score Datadog Data Observability #1 in Data Observability Tools 9.3/10 14-day trial Free trial✓ 1 of 5 features Visit Datadog
Soda #8 in Data Observability Tools 8.3/10 Free plan Free plan✓ 0 of 5 features Visit Soda

Datadog Data Observability leads on 0 checks, Soda on 1, and 1 is even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreDatadog Data Observability · 9.3/10
  • Free planonly Soda
  • Free trialonly Datadog Data Observability
  • Most featuresDatadog Data Observability · 1 of 5

Datadog Data Observability scores higher on our rubric for data observability tools: 9.3 against 8.3 out of 10; our editors rank them #1 and #8.

Soda offers free plan; Datadog Data Observability doesn't.

Datadog Data Observability is the better fit for teams already using Datadog. Soda is the better fit for teams combining contracts with production checks.

  • Datadog Data Observability fits best

    Teams already using Datadog

  • Soda fits best

    Teams combining contracts with production checks

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Datadog Data Observability 9.3/10 Visit ↗ Soda 8.3/10 Visit ↗
At a glance
Editor score 9.3 8.3
Ranking #1 in Data Observability Tools #8 in Data Observability Tools
Best for Teams already using Datadog Teams combining contracts with production checks
Pricing model Paid Free plan + paid
Starting price $24/unit/mo $750/mo
Free plan — ✓ (best)
Free trial 14 days —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web, Linux
Integrations 1,000+ integrations 19 integrations
Built for Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Datadog Data Observability 1/5 · Soda 0/5
Pipeline monitoring Not checked yet Not checked yet
Freshness monitoring ✓ (best) Not checked yet
Schema change detection Not checked yet Not checked yet
Anomaly detection Not checked yet Not checked yet
Data lineage Not checked yet Not checked yet
Specs
Deployment Not checked yet Not checked yet
Our review
Pros
  • Freshness, schema, nullness, uniqueness, and row-count monitoring
  • Lineage and anomaly detection connect data issues to downstream impact
  • Job traces, cost insights, and alerts span Databricks, Airflow, dbt, and more
  • Data contracts with scheduled or CI/CD verification
  • Schema, freshness, row-count, anomaly, and custom SQL checks
  • Managed or self-hosted runners with many integrations
Cons
  • No free plan; access starts with paid usage
  • Cloud deployment only, with no self-hosted option listed
  • Usage-based pricing requires tracking tables, hosts, and job hours
  • Team pricing starts at $750 USD per month
  • Advanced AI, RBAC, SSO, and private deployment require Enterprise
  • Team usage can add pay-as-you-go SPU and add-on costs
Our verdict

Datadog Data Observability combines Quality Monitoring and Jobs Monitoring for data and DevOps teams. Quality Monitoring checks lakes and warehouses for freshness, row-count, uniqueness, nullness, schema, and other issues, while…

Read the review →

Soda is a data quality and observability platform for data engineering, governance, and business teams. It combines proactive data contracts and pipeline verification with production monitoring for anomalies and schema changes. Checks…

Read the review →
  1. Datadog Data ObservabilityData Observability Tools 9.314-day trial
  2. SodaData Observability Tools 8.3Free plan

Strengths and trade-offs

  • Datadog Data Observability — where it wins

    • Freshness, schema, nullness, uniqueness, and row-count monitoring
    • Lineage and anomaly detection connect data issues to downstream impact
    • Job traces, cost insights, and alerts span Databricks, Airflow, dbt, and more

    Where it doesn't

    • No free plan; access starts with paid usage
    • Cloud deployment only, with no self-hosted option listed
    • Usage-based pricing requires tracking tables, hosts, and job hours

  • Soda — where it wins

    • Data contracts with scheduled or CI/CD verification
    • Schema, freshness, row-count, anomaly, and custom SQL checks
    • Managed or self-hosted runners with many integrations

    Where it doesn't

    • Team pricing starts at $750 USD per month
    • Advanced AI, RBAC, SSO, and private deployment require Enterprise
    • Team usage can add pay-as-you-go SPU and add-on costs
  • Datadog Data Observability9.3/10 · 14-day trial

    A Datadog-native view of data quality, lineage, pipeline jobs, and costs.

    Visit DatadogFull verdict →
  • Soda8.3/10 · Free plan

    Combines data contracts, CI/CD checks, and production anomaly monitoring across many data systems.

    Visit SodaFull verdict →

More comparisons

All data observability tools comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update