12,000 Shipping Labels Processed Monthly: AI-Powered Shipping Label Digitization for a Leading US Paper and Packaging Distributor

A leading independent paper and packaging distributor in the United States, with a national network of warehouses serving printers, publishers, and commercial enterprises across North America. The company manages high volumes of inbound and outbound shipments daily, operating as a critical intermediary between carriers, suppliers, and end customers across multiple distribution facilities.

Warehouse operations at the client span a distributed network of sites – including locations across Pennsylvania, New Jersey, New York, and the broader Mid-Atlantic region, each processing parcels with major carriers including UPS, FedEx, USPS, and DHL.

Podcast · IT Leadership

The new role of IT leadership: rom order takers to strategic partners

Gurvinder Chhatwal, Chief Growth Officer at Zimetrics, and veteran IT leader Amit Singh on how IT evolved into a key business partner.

50% – 70% Compute Cost Savings: EMR to Databricks Migration for a Global AdTech Enterprise

A global AdTech enterprise operating a centralized ad data platform that powers ad auctions, real-time bidding (RTB), header bidding, and visitor identity workflows across digital advertising channels. The platform processes more than 20 million ad events per hour, with peak streaming throughput reaching 500,000 rows per second and large batch cycles processing approximately 2.3 TB of data per run. Its data ecosystem is built on AWS infrastructure (S3, MSK), Apache Airflow for orchestration, and Snowflake as the analytics serving layer. Downstream consumers span Looker dashboards, ad server systems, third-party data shares, and internal data science workloads. As ad event volumes climbed and platform demands grew, the foundational Spark compute layer became a structural concern.

From Manual EC2 to Continuous Learning: ML Platform Modernization for a Global AdTech Leader

The client is a leading Global AdTech Company operating at the intersection of contextual AI and digital advertising. The organization runs production-grade machine learning models that classify web content and detect unsafe material across the open web, powering brand-safe contextual targeting for advertisers, publishers, and ad networks.

Its AI capability spans three production model families:

• NLP threat classifier for unsafe textual content
• NLP IAB classifier that maps page content to standard IAB taxonomy categories
• A computer vision threat classifier that detects unsafe imagery from Open Graph images.

These models are central to the company’s commercial offering and require continuous retraining to keep pace with evolving content patterns across the internet.

Its underlying ML infrastructure ran primarily on AWS, with EC2-based compute powering model training and experiment tracking distributed across multiple disconnected tools.

Whitepaper · Healthcare

The new role of IT leadership: rom order takers to strategic partners

Navigate the complexity of building FDA-qualified AI models for regulated healthcare environments.

 Partnership · AWS

AWS healthcare & life sciences competency partner

Zimetrics holds both AWS competencies, recognizing deep expertise in compliant, production-grade solutions for regulated health industries.

Service Portfolio

Expertise that Delivers Impact

Artificial Intelligence

Deep learning, decision sciences, cognitive automation, and MLOps. From strategy to production.

Embedded systems, lean agile, left-shift test, low-code digital, and CX & design. Engineering depth across hardware and software

Enterprise platforms, ERP, CRM, integration, cloud migration, and the systems that run your business. SAP, Salesforce, MuleSoft.

Data strategy, platform engineering, analytics and BI, security, and data operations. One team, full lifecycle.

Marketing analytics, customer data platforms, and campaign data infrastructure for brands and agencies.

Client Testimonials

Trusted by Industry Leaders

Engineering Philosophy

How we engineer every outcome

Technology Partners

Alliances That Accelerate Innovation

Technology Partners

Alliances That Accelerate Innovation

From AI strategy to production-ready launches, our extensive engineering experience and deep domain]expertise turn bold visions into real, tangible impact. In weeks, not months.

Inside Zimetrics

Zoom into Zimetrics

Our Company

Founded in 2015, Zimetrics is a technology services and engineering firm partnering with enterprises on the decisions that matter most.

Our Leadership

A team of engineers, data scientists, and strategists who have engineered and scaled technology for the world’s most demanding industries.

Our Zeemers

We call our people Zeemers. Intellect, ingenuity, and integrity are not just words on a wall. They are how we hire, build, and grow.

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