Meet Soda 4.0 – Unlock Data Quality Automation | Check the Announcement →

Stop data incidents before they hit production

Soda catches, explains, and resolves data quality issues the moment they appear.

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Trusted by leading data teams worldwide

Features

Detection to resolution
All automated with AI

We meet users where they are. Engineers run it as code. Business runs it in an interface. One shared workflow. Powered by AI.

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Business and Engineers in one workflow

Unite business and engineering with collaborative, AI-powered data contracts.

Fix bad data at source

Automatically isolate, manage, and fix bad data. At the source, in your environment.

Best AI for data quality

We don't bolt AI on top. We've built the most advanced AI for data quality; faster, more accurate, and battle-tested at scale.

Introducing Soda 4.0

Unite Business, Engineering and Governance. Automate with AI. Lock trust at the source.

Soda AI

Advanced AI for data quality faster and accurate

Metrics Monitoring — Our algorithms beat Facebook Prophet with 70% fewer false positives and scale to 1B rows in just 64 seconds.

AI Automations — From writing checks in plain English to an AI co-pilot that creates full data contracts with one click.

Record-Level Anomaly Detection — Detect anomalies at the row level with high precision.

Real AI. Peer-reviewed research. — Published in NeurIPS, JAIR and ACML.

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Metrics Overview
NormalAnomaly

Data Observability

Monitor Thousands of Tables In Seconds

Interactive visualizations — Oversee your organization's entire data, or drill down to a single anomaly.

Smart thresholds — Leverage intelligent and adaptive thresholds, or define your own for precise results.

Improve AI with feedback — Flag results as expected or anomalous. Each piece of feedback helps the algorithm learn.

Start Today Look One Year Back — Built-in backfilling and backtesting reveals patterns and trends instantly.

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Data Contracts

Business & Engineering in a Shared Workflow

Collaborative Workflows — Engineers work in Git. Business users in the UI. Every change is versioned.

Governance by Design — Easily publish or propose contracts, with complete auditability built in.

AI-powered Data Contracts — Automatically generate or refine contracts designed for both technical and business users.

Quality at Scale — Enforce standards across every data product with automated quality checks.

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contract.yaml
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dataset: retail_orders
checks:
  - schema: {}
  - freshness:
    column: order_datetime
    threshold:
      unit: hour
      must_be_less_than: 24
columns:
  - name: order_id
    data_type: string
  - name: email
RecordTypeStatus
Customer recordscustomersMissing
Sales recordstransactionsDuplicated
Transactional recordsordersInvalid
Customer recordscustomersMissing

Root Cause Analytics

Isolate, manage and fix bad data. In your environment

Diagnostics Warehouse — All failed records are automatically stored in your data warehouse of choice.

Complete Traceability — Every log and anomaly is captured for transparent auditing and faster resolution.

Security by Design — Data stays in your cloud: secure, compliant, and fully under your control.

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Case Studies

Trusted by the world's leading enterprises

Real stories from companies using Soda to keep their data reliable, accurate, and ready for action.

"At the end of the day, we don't want to be in there managing the checks. We just want to observe what's happening, and that's what Soda is enabling right now."

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"Investing in data quality is key for cross-functional teams to make accurate, complete decisions with fewer risks and greater returns."

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"Soda has integrated seamlessly into our technology stack and given us the confidence to find, analyze, and resolve data issues through self-serve capability."

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"Our goal was to deliver high-quality datasets in near real-time. We wanted to spark a cultural shift empowering the organization to make decisions grounded in accurate, timely data."

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Integrations

Works with the tools your team already uses

Connect Soda to your data stack in minutes — no heavy setup, no migration, just smooth integration.

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