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Projects

12 engagements. 12 different problems.

Employee recognition, retail, gaming, venture capital, aviation training, procurement, maintenance, loyalty, logistics, insurtech, building materials and professional golf. One pattern throughout: study the business first, then build the system it actually needs.

  • Employee recognition & rewards
  • Retail / e-commerce
  • Blockchain gaming
  • Venture capital
  • EdTech / aviation
  • Public procurement
  • Industrial maintenance
  • Loyalty & rewards
  • Staffing & logistics
  • Insurtech
  • Building materials
  • Golf & sports analytics

Data platforms & analytics engineering

Warehouses, pipelines and the BI layer on top — owned by the client, not rented from a vendor.

Replacing Sisense with a BI layer they own — Employee recognition & rewards
01Employee recognition & rewardsDelivered

Replacing Sisense with a BI layer they own

Sisense replaced by a customised Superset the client owns outright, on rebuilt pipelines and a purpose-built analytical warehouse — embedded back into their own product, at CAD 600k below the licensed alternative in year one.

Apache SupersetSisense migrationEmbedded analyticsData warehouse

$600k

CAD below the licensed alternative, year one

Read the case study
Owning the BI stack instead of renting it — Retail / e-commerce
02Retail / e-commerceDelivered

Owning the BI stack instead of renting it

A complete BI ecosystem the client owns outright, built instead of signing for an enterprise SaaS platform priced to grow with them.

SupersetRiveryPythonData warehouse

$200k+

saved annually, recurring

Read the case study
A data and AI platform for a live game economy — Blockchain gaming
03Blockchain gamingDelivered

A data and AI platform for a live game economy

Ingestion, a layered warehouse and an ML workspace over a live game economy — with a conversational layer that queries Snowflake directly through MCP.

SnowflakedbtdltMCP

0

SQL required to ask a question

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Applied AI & agentic systems

Agents that do real work against real data, with gates that hold when the model is wrong.

An AI analyst for venture capital — Venture capital
04Venture capitalDelivered — extended over two years

An AI analyst for venture capital

A digital analyst that runs the top of the funnel autonomously: hundreds of millions of rows a week, a custom multi-agent router, and one-button outreach written back to the CRM.

LangChain LCELMulti-agentSnowflakeCortex Search

300%+

faster deal review

Read the case study
An AI-powered learning platform for aviation training — EdTech / aviation
05EdTech / aviationIn production — ongoing

An AI-powered learning platform for aviation training

We paused the BI work we were paid for to migrate the platform first — then built the KPI warehouse and shipped Eddy, an agentic assistant deployed as a first-class Open edX XBlock.

Open edXClickHouseMCPKubernetes

5–6×

increase in company valuation

Read the case study
An AI bid analyst for public procurement — Public procurement
06Public procurementVertical slice delivered

An AI bid analyst for public procurement

A supervised agent system with its limits designed in rather than documented: Temporal owns the workflow, and a deterministic policy engine can overrule the model.

TemporalPydanticAIPolicy engineFastAPI

Fail-safe

deterministic gate over model output

Read the case study
Retrieval-augmented quoting for field maintenance — Industrial maintenance
07Industrial maintenanceDiscovery — prototype delivered

Retrieval-augmented quoting for field maintenance

A quoting system grounded in the client’s own casebook and historical jobs, built alongside structured discovery that documented what the business needed it to decide.

RAGPythonDiscoveryKnowledge base

Own

casebook, not generic knowledge

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Product engineering & embedded delivery

Full systems built, deployed and kept running — often as the client’s entire technology department.

A loyalty commerce platform, ERP to storefront — Loyalty & rewards
08Loyalty & rewardsActive

A loyalty commerce platform, ERP to storefront

Three coordinated workstreams as their embedded engineering team: a live Java ERP kept shipping, a headless storefront built from scratch, and a migration toolkit that moved the data between them.

Next.js 16Spring BootStripePostgreSQL

5 weeks

to launch readiness

Read the case study
An outsourced technology department — Staffing & logistics
09Staffing & logisticsIn production since 2024 — ongoing

An outsourced technology department

They did not need a tool; they needed a technology department. Two years on we are still shipping — and an AI agent now ranks technicians for each event.

FastAPINext.jsSpring BootPostgreSQL

75%

projected cut in booking headcount

Read the case study
A rescue, and a shipping product — Insurtech
10InsurtechDelivered

A rescue, and a shipping product

A cartographic application for insurance agents, inherited with more than fifty critical bugs and a budget nearly gone. We fixed the structural causes and deployed it — because the previous team never had.

RescuePostGISMapLibre GLMapbox

50+

critical bugs cleared to a shipping MVP

Read the case study
Documenting the undocumentable — Building materials
11Building materialsIn progress

Documenting the undocumentable

Years of Excel macros and MS Access reverse-engineered into the first complete blueprint of the business anyone had produced — then a phased migration, and a compromised estate rebuilt and secured.

Legacy modernisationExcel/VBAPonderosa ERPSecurity hardening

1st

complete blueprint of their processes

Read the case study
The yardage book, turned into a data product — Golf & sports analytics
12Golf & sports analyticsDelivered

The yardage book, turned into a data product

Every shot a player used to write down by hand — club, lie, number on the card — captured as structured data, modelled into hole-by-hole game plans, and updated live against tournament feeds while the round is still being played.

Golf analyticsiOS & AndroidLive sports dataStrategy modelling

Live

tournament feeds driving in-round strategy

Read the case study

Your project

The next case study could be yours.

Bring us the problem in whatever shape it is currently in — a spreadsheet that has outgrown itself, a stalled build, a data set nobody can query, an AI idea you are not sure is feasible.

Start a conversationinfo@databadger.ai
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the technology department for companies that need one and do not want to build one.

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