Data & AI Services Built to Ship
We don't do strategy decks that gather dust. Every engagement ends with something deployed, documented, and owned by your team.
DataStackX is a practitioner-led consulting firm. We work across the full data and AI stack — from architecture and pipelines through to production AI agents and BI dashboards. Each service below is a standalone engagement or part of a broader programme, depending on where you are in your journey.
Schedule a Free Strategy SessionData Strategy & Architecture
You can't build a reliable AI system on top of fragmented data. We start by auditing your current landscape — sources, pipelines, quality, and gaps — and design a clear, prioritised roadmap to get you from where you are to where you need to be. No jargon. No 200-page reports. A working plan your team can execute.
What You Get
- Data maturity assessment
- Architecture blueprint (current state → target state)
- Technology selection with build-vs-buy rationale
- 90-day prioritised execution roadmap
- Data gap and risk analysis
Ideal For
Mid-size enterprises starting a data transformation, or teams that have invested in data tools but aren't seeing the ROI.
Tech Stack
Data Engineering & Pipeline Development
We design and build the pipelines, warehouses, and lakehouses that form the backbone of your data platform. Whether you're on Snowflake, Databricks, Azure Synapse, or AWS, we implement the architecture that fits your scale, budget, and team — and we document everything so your engineers can own it after we leave.
What You Get
- ELT/ETL pipeline design and build
- Data warehouse / lakehouse setup
- Change Data Capture (CDC) implementation
- Real-time and batch pipeline architecture
- Data quality monitoring and alerting
- Runbooks and handover documentation
Ideal For
Teams with siloed data sources, unreliable reporting, or an existing warehouse that has become a bottleneck.
Tech Stack
AI Workflow Implementation
We identify the specific workflows in your business — lead scoring, customer segmentation, demand forecasting, document processing — where AI creates measurable value, then build and deploy the models and integrations that make it real. Every engagement ends with something in production, not a notebook collecting dust.
What You Get
- Use-case identification and ROI scoping
- Model selection, training, and fine-tuning
- Integration with existing systems and APIs
- A/B testing and validation framework
- Production deployment and monitoring
- Performance dashboards and SLA documentation
Ideal For
Companies that have run AI pilots but can't get them to production, or teams that want to identify where AI creates real business value.
Tech Stack
Agentic AI Systems
Agentic AI goes beyond chatbots. We design multi-step AI agents that can reason, retrieve information, take actions, and operate autonomously within defined guardrails. From internal operations assistants to customer-facing AI workflows, we build agents that handle real business tasks — with full audit logging, human-in-the-loop controls, and production-grade observability.
What You Get
- Agent architecture design and scoping
- RAG pipeline implementation
- Tool-use and API integration
- Human-in-the-loop workflow design
- Observability, tracing, and audit logging
- Guardrail and safety framework
Ideal For
Companies looking to automate multi-step internal workflows, or teams that want to build customer-facing AI that does more than answer FAQs.
Tech Stack
MLOps & Generative AI Integration
Building a model is the easy part. Keeping it reliable in production — monitoring drift, managing versions, integrating with your existing systems — is where most AI projects fail. We set up the MLOps infrastructure and LLM integration patterns to make your AI investments durable, not disposable.
What You Get
- CI/CD pipeline for model training and deployment
- Model registry and version management
- Drift detection and automated alerting
- Feature store setup
- LLM integration patterns (RAG, fine-tuning, prompt management)
- Cost optimisation strategy
Ideal For
Teams with models in production that are drifting or hard to update, and AI teams that ship models but struggle with operations.
Tech Stack
Analytics & Business Intelligence
Most BI projects fail not because the tool is wrong, but because the data underneath is unreliable and the metrics don't map to decisions anyone actually makes. We build analytics layers on top of your warehouse — semantic models, KPI frameworks, self-serve dashboards — and train your team to own them so you're not dependent on the data team for every report.
What You Get
- KPI framework and business metric definition
- Semantic model / metrics layer build
- Self-serve dashboard development (Power BI / Tableau / Metabase)
- Executive reporting and data storytelling
- Dashboard adoption training and documentation
Ideal For
Finance, operations, and growth teams drowning in spreadsheets — or companies that have BI licences but nobody is using the dashboards.
Tech Stack
Cloud Data Migration & Modernisation
Legacy data warehouses are slow, expensive to maintain, and block your team from adopting modern AI and analytics tools. We plan and execute migrations from on-prem SQL Server, Oracle, or outdated cloud warehouses to Snowflake, Databricks, or Azure Synapse — with a phased approach that keeps your business running throughout and full reconciliation testing before you cut over.
What You Get
- Current state assessment and migration sizing
- Data mapping and transformation plan
- Phased migration execution with rollback checkpoints
- Validation and reconciliation testing
- Zero-downtime cutover plan
- Post-migration performance tuning
Ideal For
Companies running legacy on-prem data warehouses, or teams on early-generation cloud warehouses that haven't scaled with the business.
Tech Stack
Not Sure Where to Start? Start Here.
We offer a free 30-minute strategy session with a senior data or AI architect — not a sales rep. Bring your current challenge, your stack, or just a vague sense that your data situation needs to improve. We'll give you an honest assessment of where to begin.
No pitch. No obligation. Just a useful conversation.
Typically responds within 1 business day · Available for India, US, UK & Canada