A boutique consulting practice for Snowflake, modern BI, and production AI. We run small senior teams against scoped engagements — and we stay for the run. Fixed bid when you want certainty. T&M when you need flexibility. Same dollar ceiling either way.
Every Manizh engagement is delivered by senior architects who own the work end-to-end. We do not subcontract. We do not bench-warm. We pick four things we are deeply good at — and we say no to the rest.
From greenfield platforms to mature-estate optimization. We own the architecture, security model, FinOps posture, and the migration runbook.
Sigma Computing migrations, dashboard programs, and semantic-layer governance. Tableau and Power BI when the use case warrants.
Production-grade — not demos. RAG, agentic systems, and LLM evaluation, built on the data layer we already understand inside out.
Independent reviews of your existing platform, vendor proposals, or roadmap. We give honest answers — including when the answer is "stay where you are."
The deepest part of our domain bench is retail — specifically apparel, wholesale, and multi-channel retail. We have shipped Snowflake estates that move sales, inventory, customer, vendor, and product data for retailers ranging from mid-market specialty chains to enterprise-scale diversified operators with multi-billion-dollar annual revenue.
DTC, retail stores, marketplaces, and wholesale unified into a single Snowflake estate with channel-agnostic identity resolution.
SKU, color, size, season, style-color-size grain modeling. SCD-2 attribute history. Size-curve and option-count analytics.
EDI 850 / 856 / 810 ingestion. Vendor scorecards. Partner portals. Drop-ship reconciliation. PO-to-cash visibility.
Store-day-SKU inventory grain. OTB & markdown analytics. Allocation, replenishment, and demand-forecast feature pipelines.
Ask questions in plain English. Get answers in seconds. Manizh PMIS transforms capital programs with AI-powered portfolio intelligence — no SQL, no dashboards to maintain, no reports to chase.
We help enterprises stand up their own offshore captive — also called a Global Capability Center — the right way. Not staff augmentation. Not body-shop arbitrage. A genuine second office of yours, run with the discipline of a consulting practice.
We have done this ourselves: Manizh's Coimbatore practice is built on the same model we set up for clients. The methodology, governance, and quality bar travel with the playbook.
Beyond the data and AI specialty, the Manizh practice carries six additional service lines for clients who need them. The same senior team, the same outcome-led economics.
Master data, governance, lineage, quality frameworks.
AWS, Azure, GCP. CI/CD, IaC, observability, FinOps.
Design systems, prototyping, user research, accessibility.
Full-stack applications, microservices, API design.
Test automation, performance, security, accessibility audits.
Marketing sites, e-commerce, headless CMS, CMS migrations.
Every engagement starts with a structured discovery. We audit your environment, talk to your stakeholders, and write you a discovery report. If we are the right team for the work, we propose. If we are not — we tell you that too, and recommend who is.
Audit the estate, ingest tribal knowledge, map stakeholders, write the discovery report.
Target architecture, modeling standards, governance blueprint, pointed sprint backlog.
Three two-week sprints: foundation, pipelines, then dashboards & polish. Sprint demos at the end of each.
Reconciliation against legacy, integration tests, UAT support, security review, performance pass.
Cutover, hypercare, handoff to retainer. The same humans who built it operate it.
The build sits at the same dollar number whether you want certainty or flexibility. The retainer afterwards is optional.
Need a one-off architecture review or vendor evaluation? Talk to us about a scoped advisory instead.
Three working papers from the Manizh practice on how to build production retail data infrastructure in Snowflake. Written for data engineers and architects who actually have to ship the work.
All three whitepapers are gated — request access via the contact form and we send the PDFs directly. We do not put you on a marketing list, and we do not sell or share your information.
Manizh draws on Oriental wisdom — the name carries notions of grace, consideration, and deliberate craft, and that is what we are trying to be as a consulting practice. We are headquartered in Massachusetts; our delivery practice is in Coimbatore, India. The team is small and senior. The same humans who scope your engagement are the ones writing the code.
We started Manizh because the market kept offering clients a choice between "Tier-1 SI methodology theatre" and "rotating-bench staff augmentation." Neither answer is the answer.
Our thesis: a small team of senior architects compound faster than a bench of rotating consultants. Every engagement Manizh runs is structured to prove that thesis.
Schedule a 30-minute conversation →We will diagnose the real issue, propose a path, and tell you honestly whether Manizh is the right team. If we are not — we will point you at who is.
Book a call with Us →Tell us briefly about the work and we will reach out within one business day. No sales-development reps. No automated nurture sequences.
+1 (508) 656-0080 · US Office
+91 73388 71369 · India
162 Algonquin Trl
Ashland, MA 01721 · USA
Coimbatore, Tamil Nadu · India