DeltaMax™: Intelligent Data Quality Monitoring

Never Fly Blind Again.

DeltaMax is the AI-powered monitoring platform for enterprise data pipelines. It moves beyond brittle rules-based checks to automatically detect, diagnose, and resolve the silent data quality issues you don't even know you have.

The Challenge: Is Your Data Pipeline a Black Box?

Your business runs on data, but that data flows in an endless, complex stream. It arrives in fits and spurts from hundreds of sources, each with its own quirks and timing. Your teams write scripts and set up alerts to catch known problems, but what about the unknown unknowns?

• A critical data feed is 30% smaller than usual, but it still passed all your schema checks. Do you know why?

• You've migrated to a new platform and have millions of mismatched records. How long will it take to manually investigate and classify those differences?

• Your team spends more time firefighting data issues and validating alerts than driving new insights.

Traditional data quality tools are reactive. They tell you if a rule you wrote has been broken. They can't tell you about the problems you haven't thought to look for. In a world of massive data scale, you can't afford to be reactive.

The Solution: Introducing DeltaMax™, Your Data's Intelligent Co-Pilot

DeltaMax illuminates your entire data supply chain. Built on Google Cloud and designed for petabyte-scale environments like BigQuery, DeltaMax is a suite of adaptive machine learning models that provide two core pillars of data trust: Anomaly Detection and Intelligent Reconciliation.

It doesn't just tell you what is wrong; it helps you understand why, dramatically reducing investigation time and increasing confidence in your data assets.

Core Pillars of DeltaMax

1. Anomaly & Volatility Detection

Stop hunting for problems and let them find you. DeltaMax learns the unique rhythm of each data source—its typical volume, values, and arrival patterns—to automatically flag meaningful deviations from the norm.

• Surface Unknown Unknowns: Go beyond simple threshold alerts. Our models detect subtle changes in data distributions, value correlations, and volume patterns that signal upstream issues or emerging trends.

• Reduce Alert Fatigue: The platform learns to differentiate between routine fluctuations and true anomalies, ensuring your team only focuses on what matters.

• Establish Data Rhythm: Get a clear picture of the normal ebb and flow of your data, from every source, every day.

2. Intelligent Dataset Reconciliation

Comparing datasets is more than just match/no-match. When you're comparing millions or billions of records between a source and target system, a simple "difference count" is useless. DeltaMax provides the context you need to make sense of the results at scale.

• Automated Reason Codes: DeltaMax moves beyond PROC COMPARE limitations by automatically classifying mismatches with intelligent reason codes (e.g., ‘Scale Mismatch: 1000x’, ‘Known Transformation’, ‘Format Difference’, ‘Truncation Error’).

• Drastically Reduce Investigation Time: Instantly understand if millions of mismatches are due to a single systemic formatting error or thousands of unique data entry issues.

• Certify Migrations with Confidence: Confidently compare datasets during platform migrations, ensuring data integrity is maintained from System A to System B.

Who Is It For?

• Data Quality & Governance Leaders who need to certify the trustworthiness of their enterprise data assets.

• Data Engineering Teams who want to build more resilient, self-monitoring data pipelines.

• Business Leaders & Analysts who need to have absolute confidence in the data powering their decisions and products.

Ready to Illuminate Your Data Supply Chain?

Stop reacting to data problems and start anticipating them. Let's explore how a DeltaMax Proof of Concept can give you unprecedented visibility into the health of your data.