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AI & Data Engineering
The data foundation your enterprise AI runs on.
We build the clean, secure, governed data foundation and scalable pipelines that make production-ready AI possible.
Wherever your data is today, we get it to where your business needs it.
Six stages that turn a fragmented, hard-to-trust estate into a governed foundation your teams rely on. We start where you are and own the outcome at every step.
1
Data strategy
advisory
Align data to the business outcomes you're funding.
2
Data foundations
& readiness
A clean, secure, governed base you can finally trust.
3
Data pipelines
& engineering
Scalable pipelines that keep trusted data flowing.
4
Analytics
& BI activation
Self-serve insight in the hands of every team.
5
AI/ML by
business process
AI applied exactly where it moves the needle.
6
Managed services
& optimization
Kept performing and improving long after go-live.
Three ways to put your data to work.
Data Estate
Assessment & Roadmap
We map your estate, quantify the cost of the status quo, and deliver a board-ready lakehouse roadmap in 4–6 weeks.
Best for
Winning executive buy-in with a case for change
Data Warehouse Migration
A dedicated team migrates your warehouses and legacy pipelines to the open lakehouse, validating parity before every cutover.
Best for
Retiring legacy warehouse cost and lock-in
Genie & AI App Activation
We roll out Genie and AI/BI and ship a Databricks App on your top use case, turning domain expertise into working software, fast.
Best for
Putting data and AI in the hands of the business
Every data challenge is different. The tough, one-of-a-kind ones are exactly what we're built for. Talk to our team →
Moving you from data that's difficult to trust to
Data that drives the business forward
A foundation built for real outcomes.
weeks→min
From question to answer
Natural-language analytics with Genie compresses reporting cycles from weeks to minutes, for every team, not just analysts.
days, not mo.
Data apps to production
Databricks Apps productize new data experiences in days, without compromising security or governance.
zero copies
Share data anywhere
Delta Sharing replaces costly ETL and duplicated data copies, one share to any cloud, tool, or model.
one platform
Data, analytics & AI
Engineering, analytics, and AI unified on one open lakehouse, no silos, no lock-in, you own your data.
100%
Governed end to end
Unity Catalog governs data, models, and agents from day one, security and lineage built in, not bolted on.
25+ yrs
Data engineering & process automation depth
Two decades automating enterprise processes and unlocking value from data, now applied to the lakehouse.
With outcomes mapped to your industry.
A governed data foundation only matters when it changes the business. This is where we see data intelligence deliver first, turning your data estate into revenue growth, productivity, and resilience across your line of business.
Manufacturing & Energy
Predictive maintenanceDigital supply chain
Warranty cost optimizationQuality & defect detection
Connected aftermarketGrid & energy intelligence
Financial Services
Risk & compliance analyticsFinance intelligence
Fraud & AML detectionHyper-personalization
Regulatory reportingWorking-capital optimization
Retail & Consumer
Demand forecastingInventory optimization
Dynamic pricingNext-best offer
Supply-network visibilityGuided buying assistants
Healthcare & Life Sciences
Patient 360 & care insightsRegulatory risk reviews
Document automationResearch & trial analytics
Operations control towersAgentic member support
Pre-built Solutions
Production-ready patterns, ready to deploy.
Pre-built, governed solutions on the Data Intelligence Platform that turn our delivery experience into working software, so you skip the blank page and go straight to value.
All Industries
Agentic AI Dynamic Pricing
Move from manual to AI-driven, near-real-time pricing, agents monitor demand, cost, and competition to recommend and act on the optimal price.
Financial Services · Insurance
Intelligent Risk Assistant
An agentic assistant that surfaces risk signals across your governed data, accelerating underwriting, compliance, and review with full auditability.
All Industries
Agentic Analytics with Genie
Go beyond “what happened.” Multi-agent Genie and a research agent reason across your governed data to answer the harder “why” and “what next” questions, with sources your teams can trust.
Featured Platform
Delivered on the Databricks Data Intelligence Platform.
Every stage of the journey runs on one open, governed platform. What follows is the platform overview, the capabilities that make trusted data, analytics, and AI possible at enterprise scale.
The economics of enterprise data have fundamentally changed.
AI is now a boardroom priority, driven by the CEO, CFO, and COO, not just IT. A unified Data Intelligence Platform ends the silos and costly ETL copies, turning your data estate from a cost center into the foundation for the outcomes they're funding.
Challenge
A fragmented analytics estate
- Siloed warehouses and duplicated data copies
- Brittle, expensive ETL pipelines to keep in sync
- Per-seat BI licenses that gate access to data
- Governance bolted on after the fact
- AI initiatives that stall in pilot
Solution
One governed Data Intelligence Platform
- A single open lakehouse, no copies, no lock-in
- Delta Sharing replaces costly ETL and data copies
- AI-native analytics with no BI licenses to buy
- Unity Catalog governs data, models, and agents
- AI that ships to production, not another pilot
95%
In most enterprises, the vast majority of employees still can't self-serve the data they need to do their jobs. The opportunity is to put governed data in the hands of everyone, so every team can ask questions and act on the answers.
The full data engineering stack, AI-accelerated.
From the foundation up, every capability below is delivered with our accelerator toolkit, reducing discovery, migration, and validation timelines at each stage. Real delivery history, real platforms, no learning curve on your program.
Lakehouse Foundation
Unify your data estate on one open platform, the clean, structured foundation every downstream AI use case depends on.
- Delta Lake & medallion architecture design
- Streaming and batch pipeline engineering
- Data quality, lineage, and observability
- Open formats, you own your data end to end
Data Warehouse Migration
Move EDW, CDW, and complex legacy ETL onto the lakehouse, decomposed, re-implemented, and parity-validated before cutover.
- EDW / CDW modernization to Databricks
- Ab Initio graph decomposition & lineage mapping
- PySpark pipeline re-implementation on Delta
- Parallel-run validation and cutover sequencing
Unity Catalog Governance
One governance layer across data, models, and agents, security, lineage, and access that scale with your program.
- Unified catalog, access controls, and audit
- Fine-grained governance across workspaces
- Business semantics and certified data products
- Compliance-ready lineage end to end
AI/BI & Genie
Conversational, AI-native analytics that put answers in every hand, and retire the per-seat BI licenses gating your data.
- Genie natural-language analytics enablement
- Legacy BI and dashboard migration to AI/BI
- Semantic models tuned for accuracy and trust
- Databricks One as the front door for business users
Lakebase & Data Apps
Real-time, transactional data experiences, built on Lakebase and Databricks Apps and deployed in days, not months.
- Lakebase OLTP for real-time, operational use cases
- Databricks Apps for governed, self-service delivery
- Model Serving and DBSQL integration
- Unified pricing, control-tower, and operations apps
Delta Sharing & Agents
Share data across your ecosystem without copies, and put agentic AI to work on a governed foundation with Agent Bricks.
- Delta Sharing, one share to any cloud or tool
- Data collaboration across partners, zero copies
- Agent Bricks for governed, agentic AI
- MCP and model context on Unity Catalog
Develop a custom data plan
Every data estate has its own history, constraints, and priorities. With deep experience across the patterns above, Bits In Glass can work with you to develop a custom plan, regardless of your source systems or target architecture.
Migrating dashboards from Tableau or Power BI? See Legacy Modernization.
Partner with Bits In Glass
Built for the complexity of enterprise data.
Enterprise data programs fail on the details others skip. Here is what we bring that a generalist team does not.
Platform depth
Certified Databricks delivery
Hands-on, certified delivery across the Data Intelligence Platform — lakehouse, Unity Catalog, AI/BI, and Lakebase — proven in regulated industries.
IP-led delivery
Accelerator-driven programs
Ready-to-use accelerators for discovery, migration, and validation compress the two most expensive phases, so you reach production faster.
Track record
Data, process & integration
Two decades automating enterprise processes and connecting complex estates. We know the undocumented pipelines that derail less-experienced teams.
Strategic alliance
A close Databricks partnership
Clients get early access to platform capabilities the broader market is still catching up to, with a flexible Project + Bench delivery model.
Ready to build your AI-ready data foundation?
Let's start with a conversation about where your data is today, what your business needs it to do, and how Bits In Glass can help you get there.
