Data Engineering

Our data engineering services solve a simple problem: most companies are not short of data, they are short of data they trust. Through data pipeline development, data platform engineering, and ETL and data integration, we build the pipelines, the warehouse, and the quality checks that turn numbers scattered across a dozen tools into one answer everyone can stand behind.

Fix your data
Rated 5.0 on Clutch Reviews
  • Data Pipelines
  • Warehouses & Lakehouses
  • Data Quality
  • Analytics-ready Models
  • ETL & ELT

85%

Long-term Partnerships

75%

Mid-to-Senior Engineers

5+

Avg. Years of Engineer Experience

98%

Would Recommend Us

These brands, Trust Us
Bandhan Bank logoPaywize logoDecathlon logoKurlon logoAirAsia logoSofttek logoNandi Toyota logoSABA Hospitality logoDimaak Tours logoMadras Mandi logoQoruz logoToneTag logoCurleyStreet Media logoEverest DX logoZEISS logoAditya Birla Group logoVIA-IOM logoPerkins&Will logoTalkwalker logoCovea logoHelp Cars logoLe Pain Quotidien logoMeltwater logoSangeetha logoOdessa logoBandhan Bank logoPaywize logoDecathlon logoKurlon logoAirAsia logoSofttek logoNandi Toyota logoSABA Hospitality logoDimaak Tours logoMadras Mandi logoQoruz logoToneTag logoCurleyStreet Media logoEverest DX logoZEISS logoAditya Birla Group logoVIA-IOM logoPerkins&Will logoTalkwalker logoCovea logoHelp Cars logoLe Pain Quotidien logoMeltwater logoSangeetha logoOdessa logo

You are probably here because one of these is true.

Where are you right now?

01Numbers that never agree

Two reports on the same question give two different answers.

Finance has one figure, the product team has another, and a meeting that should be about decisions turns into an argument about whose spreadsheet is right. Nobody quite trusts the dashboard, so people keep their own copies.


One number for one question, defensible every time.

02A report that takes days

Answering a simple question means a week of manual exports.

Someone pulls from three systems, stitches it together by hand, and by the time the answer lands it is already stale. The work is real, but the data is not ready to be asked questions.


Answers in minutes, not a manual marathon.

03Sitting on data you cannot use

You are collecting plenty of data and getting nothing from it.

It piles up in tools and databases that do not talk to each other. You know there are answers in there, maybe even a product, but reaching them is more trouble than it is worth right now. Data pipeline development and ETL and data integration are exactly what our data engineering services use to unlock it.


A platform that turns the pile into something useful.

What you get from a data engagement.

Data engineering services, from scattered data to a source you trust

Our data engineering services put the foundation first: data pipeline development gets the data flowing reliably and clean before anyone builds a dashboard on top. Each piece below can stand alone or come together as one data platform engineering project. This is where our data engineering consulting starts.

Data pipelines

Get data moving reliably, without anyone touching it by hand.

ETL and ELT pipelinesScheduled and streaming ingestionSource connectorsMonitoring and alerting

Our data pipeline development builds the pipelines that pull data from your sources, shape it, and load it where it belongs, on a schedule, with monitoring, so the flow does not break silently and surprise you. ETL and data integration done right means the data lands clean.

Warehouse and lakehouse

One place where all your data actually lives.

Warehouse or lakehouse setupSchema and storage designQuery performance tuningSensible, scaling costs

Our data platform engineering stands up the warehouse or lakehouse that becomes the home for your data, designed so it answers questions fast and stays affordable as the volume grows. This is the core of our data engineering services.

Data quality and governance

Catch the bad data before it reaches a decision.

Validation and quality checksDeduplication and cleansingData lineage and cataloguingAccess and governance controls

We add the checks, validation, and lineage that stop broken or duplicated data from quietly poisoning a report, so when the dashboard says something, you can believe it.

Analytics-ready models

Data shaped so your team can ask it questions.

Dimensional and semantic modelsMetrics defined onceBI-tool ready tablesDocumentation analysts can use

We model the raw data into clean, documented tables built around the questions your business asks, so analysts and BI tools work with a layer that makes sense instead of raw chaos.

Part of

Intelligent Engineering, our team for turning plans into software that runs in production.

See all Intelligent Engineering services

Built for every vertical.

Industries we know well

Financial services

Banking, payments, lending, and insurance, where security and compliance are not optional.

Healthcare

Patient-facing and clinical software built to handle sensitive data with care.

Logistics & supply chain

Tracking, routing, and operations software for work that moves in the real world.

Retail & commerce

Storefronts, marketplaces, and the systems behind them, built to handle real volume.

SaaS & startups

From a first release to a scaling platform, with the pace early teams need.

Real estate & hospitality

Booking, management, and guest software for property and stay businesses.

Why teams pick us for this.

Data engineering services you can finally trust

Foundation before dashboards

We get the pipelines and data quality right first. A pretty dashboard on top of bad data just hands wrong answers out faster.

One definition, agreed once

We define each metric a single time in the model, so finance and product finally pull the same number from the same place.

Built to run without us

Pipelines that monitor themselves and models your analysts understand mean you are not paying us every time you need an answer.

You own the platform

It runs in your cloud, on tools you control, with documentation your team can read. No lock-in and nothing hidden behind a vendor.

Awards and Recognition

Our achievements display our capabilities

Zethic - The Manifest Most Reviewed Design Company in Bengaluru
Zethic - GoodFirms Top Development Company
Zethic - The Manifest Most Reviewed App Development Company in Bengaluru
Zethic - Clutch Top-Rated UI/UX Design Studio in India
Zethic - Rankwatch Top Web Development Agencies
Zethic - The Manifest Most Reviewed Web Developers in Bengaluru
Zethic - Top Developers Top Mobile App Developers in Bengaluru

How our data engineering services run

We build the foundation before the fireworks. Reliable pipelines and clean data come first, because a dashboard on top of bad data just spreads the problem faster.

Start with your data

{ 01 }· Week 1 to 2

Map the sources

We find every place your data lives, how it moves today, and where the numbers go wrong. You get a clear picture of the sources and the gaps before we build anything.

Source auditData flow mapGaps

{ 02 }· Early

Build the pipelines

We set up reliable ingestion into a warehouse or lakehouse, with monitoring, so data lands where it should on schedule instead of by hand.

IngestionWarehouseMonitoring

{ 03 }· Ongoing

Clean and model

We add quality checks and shape the raw data into analytics-ready models, defining each metric once so two reports stop disagreeing.

Quality checksModellingSingle definition

{ 04 }· Handover

Make it self-serve

We connect your BI tools, document the models, and hand over a platform your team can query and extend without calling us for every question.

BI readyDocumentationHandover

Trusted voices. Real outcomes.

What Our Clients Say

Zethic - 5-star rated on Clutch
Young Onion logo

We truly appreciated their dedication, technical expertise, and problem-solving approach.

Young Onion

Department Head

★★★★★
Decathlon logo

I was blown away by the knowledge the team had about creatives, e-commerce, website design, and optimization.

Decathlon Sports India

Image Leader

★★★★★
Instarama logo

They have a good team of designers and project managers who help us with the designs using HTML, Angular, and React.

Instarama

COO

★★★★★
CodeGama logo

Their creativity stands out. A collaborative team that delivered high-quality solutions working closely with us.

CodeGama LLP

Business Developer

★★★★★
Qoruz logo

The product has become more intuitive and user-friendly. Load times dropped significantly after their work.

Qoruz

Co-Founder

★★★★★
CurleyStreet logo

Their commitment to timely delivery was impressive.

CurleyStreet Media

Business Development Rep

★★★★★
Young Onion logo

We truly appreciated their dedication, technical expertise, and problem-solving approach.

Young Onion

Department Head

★★★★★
Decathlon logo

I was blown away by the knowledge the team had about creatives, e-commerce, website design, and optimization.

Decathlon Sports India

Image Leader

★★★★★
Instarama logo

They have a good team of designers and project managers who help us with the designs using HTML, Angular, and React.

Instarama

COO

★★★★★
CodeGama logo

Their creativity stands out. A collaborative team that delivered high-quality solutions working closely with us.

CodeGama LLP

Business Developer

★★★★★
Qoruz logo

The product has become more intuitive and user-friendly. Load times dropped significantly after their work.

Qoruz

Co-Founder

★★★★★
CurleyStreet logo

Their commitment to timely delivery was impressive.

CurleyStreet Media

Business Development Rep

★★★★★
VIA IOM logo

Simply put, the quality of their code is excellent. They integrated third-party software and ensured GDPR compliance.

VIA IOM

Director

★★★★★
GD Farm Fresh logo

What impressed us most was how well they understood our brand and translated it into clean, thoughtful designs.

GD Farm Fresh

Director

★★★★★
The Studio logo

Their team was patient, courteous, responsive, and technically proficient throughout the entire project.

Studio by Nandita Manwani

Partner

★★★★★
SABA logo

Zethic Technologies generally delivers on time and in line with our requirements – deployed in 30+ countries.

SABA Hospitality

Executive Director

★★★★★
Coral logo

Zethic built the features specifically to match our internal workflow and business needs. Professional and on time.

Coral Publishers

Executive

★★★★★
Geordana logo

Zethic Technologies is a true partner.

Geordana

CEO

★★★★★
VIA IOM logo

Simply put, the quality of their code is excellent. They integrated third-party software and ensured GDPR compliance.

VIA IOM

Director

★★★★★
GD Farm Fresh logo

What impressed us most was how well they understood our brand and translated it into clean, thoughtful designs.

GD Farm Fresh

Director

★★★★★
The Studio logo

Their team was patient, courteous, responsive, and technically proficient throughout the entire project.

Studio by Nandita Manwani

Partner

★★★★★
SABA logo

Zethic Technologies generally delivers on time and in line with our requirements – deployed in 30+ countries.

SABA Hospitality

Executive Director

★★★★★
Coral logo

Zethic built the features specifically to match our internal workflow and business needs. Professional and on time.

Coral Publishers

Executive

★★★★★
Geordana logo

Zethic Technologies is a true partner.

Geordana

CEO

★★★★★

Ways to work with us.

Pick the engagement that fits your stage

The same senior team and the same way of working, shaped to how much you already have in-house. Most clients start with one and move between them as they grow.

Defined deliverable

Fixed-Scope Project

A scoped piece of work with a clear deliverable, timeline, and price. Best when the definition of done is clear.

  • Fixed price and timeline
  • Milestone-based delivery
  • Clear scope and acceptance criteria
  • Changes handled with cost transparency
  • Post-delivery warranty included
Get a fixed quoteClear from day one
Most popularEmbedded pod

Dedicated Team

A senior pod embedded in your tools and rituals, shipping every sprint. Best when you want capacity without a long hiring cycle.

  • Full-time senior people
  • Agile delivery in two-week sprints
  • Works in your tools and standups
  • Scale the pod up or down as you grow
  • Monthly billing, no annual lock-in
Discuss a teamOnboards in weeks

Questions, answered.

Data engineering services, in plain terms

Data engineering services deliver the plumbing that sits underneath analytics and reporting: data pipeline development that moves data reliably from your sources, a warehouse or lakehouse from data platform engineering to store it, ETL and data integration with quality checks to keep it clean, and models that shape it into something your team can ask questions of. The end result of our data engineering consulting is one trustworthy source of data instead of a dozen disconnected ones, so the numbers you report and decide on are the same numbers, every time.

Because a data engineering company fixes the root cause, not the symptom. Reports disagree almost always because the same metric is calculated in different places, by different people, with slightly different rules. Finance defines revenue one way in their spreadsheet, the product team another way in theirs, and both look correct in isolation. Our data engineering consulting defines each metric once, in a shared model built through data platform engineering, so every report and dashboard draws from the same definition. That single step ends most of the data arguments we see.

It depends on where you are, and we scope data engineering services to match. If you are answering questions with manual exports from three or four systems and the work is getting painful, data platform engineering and a warehouse usually pay off quickly. If your needs are genuinely small, our data engineering consulting will tell you a lighter data pipeline development setup is enough rather than selling you infrastructure you do not need yet. We size each ETL and data integration project to your actual data and questions, with an honest cost and timeline band, not to a template.

With checks built into the pipeline, not hope. Our data pipeline development validates data as it lands, catches duplicates and broken records, and tracks lineage so you can trace any number back to where it came from. ETL and data integration with quality gates means that when something looks wrong, the pipeline flags it instead of quietly passing it through. The point of our data engineering services is that by the time a number reaches a dashboard, it has already been checked.

Yes, that is the goal of our data engineering services. Our data pipeline development builds pipelines to monitor themselves, documents the models so your analysts understand them, and connects your BI tools so your team can self-serve. Everything from our data platform engineering runs in your cloud on tools you control. Some clients keep our data engineering consulting on to extend the platform as they grow, but you are never locked in, and you will not need us for routine questions.

Tired of numbers you cannot trust?

Tell us where your data lives and what you cannot answer from it today. A senior engineer replies within one working day with a sensible first step, no sales script.

Zethic Clutch reviews
Zethic - The Manifest Most Reviewed Design Company in BengaluruZethic - GoodFirms Top Development CompanyZethic - The Manifest Most Reviewed App Development Company in BengaluruZethic - Clutch Top-Rated UI/UX Design Studio in IndiaZethic - Rankwatch Top Web Development AgenciesZethic - The Manifest Most Reviewed Web Developers in BengaluruZethic - Top Developers Top Mobile App Developers in Bengaluru

Tell us the mess

Where your data sits and which questions are hard to answer. We sign an NDA so the details stay private.

We map the sources

A senior engineer traces how your data flows and finds where the numbers go wrong.

You get a plan

A roadmap to a single trustworthy source, with an honest cost and timeline band.

Drowning in untrusted data? Fix your data