Guarantee Data Quality and Trust in Real-Time
Built to work with MongoDB and DynamoDB change streams.
Qualiform is the real-time data quality and validation engine that enforces data contracts, structure, and integrity on every event before it powers your analytics, ML models, or downstream systems.
Stop building on broken data. Invalid events lead to inaccurate insights, failed deployments, and costly remediation. Qualiform eliminates these risks by validating every insert and update as it happens, ensuring zero-defect data at the source.
See Qualiform in Action
Integrates with: MongoDB · DynamoDB · (Kafka & EventBridge coming soon)
Stop Building on Broken Data
In today's event-driven world, data is constantly in motion. But is it trustworthy? Inconsistent formats, missing fields, invalid values, and schema drift are silent killers that cripple analytics, undermine machine learning models, and erode user trust.
Every dollar spent on cleaning data after ingestion is a dollar wasted. Every critical decision made on flawed data carries significant business risk. The traditional approach of discovering data quality issues downstream is too late, too costly, and too reactive.
Qualiform
Your Real-Time Data Integrity Gate
Qualiform acts as your always-on data quality enforcement point, sitting directly on your most critical data streams. We ensure every single event adheres to your predefined data contracts and business rules, in real-time, at the source
Connect
Seamlessly link Qualiform to your event sources. Out-of-the-box support for MongoDB Change Streams, DynamoDB Change Streams, Kafka, Kinesis, and more.
Define
Centralize your data contracts. Use intuitive canonical templates, robust JSON Schema definitions, and powerful Common Expression Language (CEL) rules to specify exactly what 'good data' looks like.
Enforce
Qualiform applies these rules and schemas to every event instantly. Invalid events are identified, optionally transformed, or flagged for immediate remediation, guaranteeing only high-fidelity data proceeds downstream.
Precision Engineering for Data Trust
Start your free trialReal-Time, High-Throughput Validation
Validate thousands of events per second with minimal latency.
Non-blocking architecture designed for modern event-driven systems.
Catch errors before they proliferate, saving significant remediation costs.
Declarative Data Contracts
Define expected event structures using industry-standard JSON Schema.
Create canonical templates for universal data consistency across teams.
Detect schema drift and breaking changes automatically.
Dynamic Rule-Based Enforcement (CEL)
Go beyond schema with powerful Common Expression Language (CEL) rules for semantic validation.
Implement complex business logic (e.g., "if order_status is refunded, then refund_amount must be present and positive").
Perform inline transformations to correct minor data anomalies automatically.
Extensive Connector Ecosystem:
Direct, native integration with leading streaming data sources (MongoDB Change Streams, DynamoDB Change Streams, Kafka, Kinesis, Google Pub/Sub).
Ensure data quality right at the point of origin, not after it has moved.
Easily extendable for custom or proprietary sources.
Transform Your Data Landscape
Advanced business intelligence tools enhance efficiency across your entire operation. By predicting future revenue and dissecting marketing effectiveness, these tools provide you with the critical insights needed for informed decision-making.
Predictive Power
Prevent model drift and ensure training/inference data consistency. Qualiform guarantees your features are always accurate and aligned
Connect with Ease
Eliminate garbage-in, garbage-out. Ingest only pristine, validated data into your analytics platforms and data lakes
Visualize Your Success
Automate PII/PHI validation and redaction at the source, ensuring every event meets your compliance requirements
Stay Updated, Always
Enforce consistent data contracts between services, eliminating integration errors and ensuring seamless inter-service communication
Your Data's Safe Haven
Guarantee that real-time data pipelines (Kafka, Kinesis) never break due to unexpected schema changes or bad records. Keep the stream flowing cleanly
Collaborate and Conquer
uild a unified, single source of truth for your customer data by validating every event before it updates the profile, ensuring flawless personalization