Our Integration Services
We design, build, and run the data integration engineering services that move your data from scattered sources into one trusted, analytics-ready place.
Pipelines That Survive
Automated pipelines that hold up under real production load.
We build batch, streaming, and hybrid pipelines that keep running when your data volume triples overnight.
- Scalable pipelines across cloud and on-prem environments
- Automated testing and orchestration so jobs do not silently fail
- Built-in retries, backfills, and alerting
- Monitoring and lineage from source to dashboard
Systems That Talk
Connect ERP, CRM, and SaaS without brittle glue code.
We integrate your business systems so data flows cleanly between departments instead of living in disconnected silos.
- Connect ERP, CRM, and custom SaaS applications
- Governed data exchange across teams and tools
- Bi-directional sync that stays consistent
- No fragile point-to-point spaghetti integrations
Data In Real Time
Event-driven systems for decisions that cannot wait for batch.
We build streaming and event-driven architecture so the right data lands the moment it is created.
- Streaming with Apache Kafka, Azure Event Hubs, or Pub/Sub
- Event-driven patterns for real-time analytics and automation
- Low-latency ingestion into your warehouse or lakehouse
- Real-time monitoring and anomaly detection
Retire The Brittle ETL
Move legacy jobs to modern dbt and ELT frameworks.
We migrate hand-coded, fragile ETL into modern, auditable ELT that your team can read and maintain.
- Migrate legacy ETL to dbt, Spark, or Azure Data Factory
- Reusable ELT frameworks with consistent naming and lineage
- Faster runs, lower compute cost, clearer logic
- Auditable transformations instead of black-box scripts
APIs That Scale
Secure REST and GraphQL access across your whole stack.
We design and manage APIs that standardize data access and make interoperability simple.
- Secure REST, GraphQL, and gRPC APIs
- Standardized access across systems and partners
- Versioning, auth, and rate limiting handled properly
- Documentation your developers will actually use
Raw Data Made Useful
Trusted, analytics-ready layers your whole team can rely on.
We transform messy raw data into clean, business-ready models that power reporting and AI.
- Cleansing, joining, and enrichment with real business logic
- A trusted, analytics-ready layer in your warehouse
- Dimensional and lakehouse modeling done right
- Numbers that finally agree across every dashboard
Data You Can Trust
Validation, lineage, and observability built into every pipeline.
We bake data quality in from the start so bad data gets caught before it reaches a decision-maker.
- Realistic quality standards and thresholds
- Automated validation, profiling, and cleansing
- End-to-end lineage and observability
- Alerts when something upstream breaks
Move Without Breaking
Cloud and legacy migrations that do not lose data.
We migrate data to the cloud or between platforms without the downtime, data loss, or surprise invoices.
- One-time or phased migrations to cloud and warehouse
- Validated row-for-row, not hoped-for
- Cost-effective archiving of historical data
- Zero or minimal downtime cutover plans
Trusted and recognized across the industry
How TAK Devs Works
Process diagrams look the same at every agency. What matters is what actually happens inside each phase. Here is how we work in practice:
Discovery Call
A focused conversation to understand your goals, challenges, and vision. We ask the right questions to uncover what you truly need — before a single line of code is written.
Scoping Workshop
We translate your goals into a clear, actionable plan. Features are prioritised, timelines are set, and everyone aligns on what success looks like eliminating guesswork from day one.
Sprint Delivery
We build in short, focused cycles, shipping real, working software every sprint. You see progress continuously, give feedback early, and stay in control of where the product is heading.
Launch & Handoff
Your product goes live with confidence. We handle deployment, documentation, and knowledge transfer, ensuring your team is fully equipped to own and operate what we built together.
Ongoing Support
Our relationship doesn't end at launch. We monitor, maintain, and improve your product over time, fixing issues fast and helping you evolve as your users and business grow.
Struggling to keep up with development demands?
See how we can streamline your workflow.
No commitment required | Takes 20 minutes !
Built For These Teams
If one of these sounds uncomfortably familiar, you are in the right place.
CTOs & VPs of Engineering
Watching a data programme quietly fail for 18 months without anyone saying it out loud.
We give you an honest scope, working demos every two weeks, and a clear way out if it stalls.
Ops Leaders
Paying 3 headcount to do what one well-built integration could handle, and knowing it.
We automate the manual data plumbing so your people stop being human ETL jobs.
Data & Analytics Leads
Defending dashboards that nobody trusts because the numbers never quite agree.
We build a single trusted layer with lineage, so the numbers match and stay matched.
Founders
Burning runway stitching data sources together by hand between investor updates.
We stand up reliable pipelines fast, with fixed-price scoping and no long-term lock-in.
Industries We Serve
Wherever data is scattered, siloed, or simply not trusted.
Healthcare
HIPAA-compliant pipelines and integration, from marketplaces to patient data.
Fintech & Finance
Auditable, secure data flows for reporting and risk.
Manufacturing
Unifying data across systems after acquisitions and ERP sprawl.
Logistics & Field Services
Real-time data from fleets, sites, and operations.
SaaS & Product Teams
Clean event and product data for analytics and AI.
Professional Services
Replacing spreadsheet reporting with governed pipelines.
Why Teams Pick TAK DEVs
Senior Engineers Only
You work with senior data engineers from day one. No junior staff hidden behind partner logos.
Fixed-Price Scoping
We define scope and price before work starts. No 80-page proposals nobody reads, no surprise invoices.
Production-Ready By Default
Every pipeline ships with testing, monitoring, and docs. Notebooks are for prototypes, not your business.
Compliance Day-One
We handle HIPAA and data protection from the first sprint, proven on the UpliftCare build.
Testimonials
Frequently Asked Questions
What are data integration engineering services?
Data integration engineering services are the design, build, and operation of the pipelines that move data from many sources into one reliable, analytics-ready place.
This covers pipelines, ETL and ELT, streaming, APIs, transformation, and data quality.
How do I know if this will actually work for my messy data?
We start with a discovery call to look at your real data before promising anything.
No fit, no pitch. If your data is not ready for what you want, we will tell you what to fix first.
How long before our pipelines are live?
Most scoped engagements ship a working first version in weeks, not quarters.
Our UpliftCare build went from brief to launch in 12 weeks, including compliance.
What if we start and realize it is not the right fit?
Our standard contract has no long-term lock-in, so you are never trapped.
We scope in stages. If it is not working, you can stop, and you keep everything built so far.
What does pricing look like?
We offer fixed-price options for scoped work so you know the cost before we start.
No surprise invoices. Scope and price are agreed up front in the scoping workshop.
Who owns the pipelines and code after delivery?
You do. All code, pipelines, and documentation are handed over to your team.
You own the IP and we hand off with docs so your team can run it without us.
What if my team cannot maintain this after you leave?
We build for handoff, with readable code, documentation, and optional ongoing support.
Choose SLA-backed support if you want us to keep running operations after launch.
We build HIPAA-compliant and security-conscious systems and treat your data accordingly.
Can you work with our existing data stack?
Yes. We are platform-agnostic across AWS, Azure, Google Cloud, and hybrid environments.
We integrate with your current tools rather than forcing a rebuild you do not need.
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What happens after launch?
You get CI/CD, monitoring, and documentation, plus optional ongoing support.
Pipelines come with alerting and observability so problems are caught before they reach a dashboard.
