Data Engineering Companies Index

AWS Data Engineering Companies Compared 2026

Researched by Peter Korpak, Chief Analyst & Founder · Last updated October 7, 2026

DataEngineeringCompanies.com profiles 76 AWS-focused firms specializing in Glue, EMR, Redshift, and cloud-native data stacks by team size, certifications, platform focus, and rate. Firms are listed alphabetically by default; compare by fit, not by position.

AWS data engineering partners compared by fit (2026)

Compare 76 AWS data-engineering firms by team scale, platform coverage, best-fit, and watch-out verdict. Default order is neutral A-Z.

76 of 76 firms

Team sizes are unverified estimates unless a source is shown, and unknown team sizes stay in filtered results. To compare more firms, use the full firms table. Platform tags show listed coverage; capability and fit ratings are editorial. Reviewed profiles explain which claims were checked and which team or company each source describes.

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Firm Scale Platforms Best for Watch-out Evidence Profile
Accenture

Global professional services firm with an AI practice and digital transformation capabilities across all industries

 ~779,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Large enterprises running multi-cloud transformations across AWS, Azure, and GCP simultaneously, where a single integrator needs to own the full program. Weak fit for a focused Snowflake modernization: it is built to own whole multi-cloud programs. phData, a Snowflake Elite partner, is the narrower option. Listed, not reviewed Details
Adastra

Global data, analytics, cloud, and AI consultancy with published work across regulated industries and retail.

 2000+ Snowflake, Databricks, AWS, Azure, GCP, Expert Data modernization Enterprise data, cloud, and analytics work across financial services, insurance, retail, and other sectors. Ask for references from similar projects. For a small task, check whether the proposed work and team match what you need. Confirm which regional office will deliver it and ask for written commercial terms. Retail is part of Adastra's published work. Reviewed Details
Aimpoint Digital

Data and analytics consultancy that lists Snowflake, Databricks, and dbt credentials on its platform page.

 Not verified Snowflake, Databricks, AWS, Azure, GCP, Expert Data modernization Consider Aimpoint for programs using Snowflake, Databricks, and dbt. It lists credentials for all three; ask for relevant references and the names of the proposed consultants. Ask for the proposed consultants, delivery locations, and a quote before choosing Aimpoint. Its listed credentials and its headcount are unverified, so neither tells you team availability or what your project will cost. Reviewed Details
Airbyte Services

Experts in open-source ELT. Services include building custom Airbyte connectors and architecting resilient data ingestion pipelines.

 ~100 listed AWS, Azure, GCP Custom connector development and large-scale data replication Narrow scope for work beyond ingestion: its listed focus is custom Airbyte connectors and pipelines, and AI/ML enablement is rated Low. Listed, not reviewed Details
Algoscale

Data engineering specialists with Databricks, Snowflake, and cloud expertise, cross-industry modern stack implementation

 ~200 listed Databricks, Snowflake, AWS, Azure, GCP, Expert Data modernization Data engineering and analytics; distributed data processing Look elsewhere if deep single-platform credentials decide the shortlist: its listed focus is distributed processing across clouds. Check any required partner tier. Listed, not reviewed Details
Analytics8

Data and analytics consultancy operating since 2002, covering the entire data lifecycle from strategy to governance

 ~100 listed Snowflake, AWS, Azure, GCP, Databricks, Expert Data modernization Mid-market companies needing end-to-end data solutions; data modernization projects Less suited to a buyer who needs depth on one platform: Analytics8 covers the full data lifecycle across Snowflake, Databricks, dbt, and BI tools. Listed, not reviewed Details
Atlan Services

Services team for the active data catalog platform. Experts in setting up automated lineage, data discovery, and collaborative governance workflows.

 ~300 listed Snowflake, Databricks, AWS Active data governance and metadata management setup Weak fit for platform migration or AI/ML engineering: its listed focus is catalog, lineage, and governance setup, and AI/ML is rated Low. Listed, not reviewed Details
Atrium

Snowflake-focused consultancy offering AI-native consulting for data science, analytics, and AI-powered solutions

 ~100 listed Snowflake, AWS, Azure, Expert Data modernization Snowflake and Salesforce integration; AI-native consulting A poor match for a Databricks-first, GCP-native, or non-Salesforce CRM stack: its listed focus is Snowflake and Salesforce. Ask for references on your stack. Listed, not reviewed Details
Avenga

Experts delivering custom software, cloud, and data solutions with security and governance focus for regulated industries

 ~2,500 listed AWS, Azure, GCP, Snowflake, Databricks Regulated industries; nearshore teams; life sciences and finance Not the right pick for a data-only engagement: Avenga is a broad software and cloud firm. Ask for the proposed data architects and comparable platform projects. Listed, not reviewed Details
Bain & Company

Combines strategic consulting with Vector, their digital delivery platform. Strong in data strategy and commercial excellence.

 ~1,500 listed Snowflake, AWS, Azure, GCP Private equity firms and portfolio companies that need due-diligence analytics strategy on Snowflake. Ask which implementation work Bain will own. Wrong choice for a hands-on dbt and Snowflake build: Bain leads with strategy and advisory work. Brooklyn Data is the closer fit for that stack. Listed, not reviewed Details
BCG X

BCG X is the tech build and design unit of BCG. Focuses on deep tech, AI, and building data-driven business models.

 ~2,500 listed Databricks, AWS, Azure, GCP, Expert Data modernization Boards and executive teams commissioning a deep-tech or AI venture build through BCG X. Confirm who owns engineering delivery alongside the strategy work. Wrong choice for a fixed-scope analytics or ML implementation: BCG X is a venture-build and strategy partner. Compare Tiger Analytics for delivery. Listed, not reviewed Details
Beyond Key

Software development and IT consulting company specializing in Microsoft technologies, PowerBI, and data engineering

 ~500 listed Azure, AWS, Databricks Microsoft technologies and PowerBI consulting; .NET development Weak fit for a Snowflake-led program or a Databricks build outside Azure: its listed focus is Microsoft, PowerBI, and .NET. Ask for references on your stack. Listed, not reviewed Details
BIZTORY

Data analytics and BI consultancy focused on PowerBI and Azure solutions for Asian enterprises

 ~100 listed Azure, Databricks, AWS, Snowflake Asian markets; Microsoft Azure and PowerBI specialists Poor fit for delivery outside Asia or a Snowflake- or Databricks-led build: its listed focus is Azure and PowerBI for Asian enterprises. Confirm delivery locations. Listed, not reviewed Details
BlueCloud

Cloud-native data engineering consultancy specializing in modern data stack implementations

 ~100 listed Databricks, Snowflake, AWS, Azure Mid-market companies modernizing to a cloud data stack on Databricks or Snowflake with AWS or Azure. Ask for comparable implementations and the proposed team. Not the pick for GCP delivery or an AI/ML-led program, where it is rated Moderate. Ask for references and named specialists. Listed, not reviewed Details
Capgemini

Global firm with strong Altran engineering capabilities, data & AI transformation at scale

 ~300,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization European industrial and engineering-intensive enterprises running Industry 4.0 or R&D data programs where manufacturing-domain depth and on-continent delivery are requirements. Overbuilt for a focused Databricks MLOps program: it targets large European industrial programs. Datapao is the narrower Databricks option. Listed, not reviewed Details
Celebal Technologies

Microsoft Azure AI Platform specialist, enterprise data analytics and migration experts

 ~1,000 listed Azure, Databricks, Snowflake, AWS, GCP, Expert Data modernization Microsoft Azure specialists; PowerBI and AI solutions Weak fit for an AWS- or GCP-led program: its listed focus is Azure, PowerBI, and Azure AI. Ask for consultants on the target cloud. Listed, not reviewed Details
CHI Software

AI-driven software development company specializing in GenAI, data engineering pipelines, and ChatGPT integration

 ~500 listed Azure, AWS, GCP, Databricks AI-driven software development; GenAI integration; healthcare tech Wrong choice for a migration-led program: its listed focus is GenAI and AI-driven software, and platform migration is rated Moderate. Listed, not reviewed Details
Cognizant

Global IT services firm with Neuro AI framework, AI Training Data Services, comprehensive data engineering capabilities

 ~340,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Large retailers and consumer-goods companies running GenAI modernization programs that need a large delivery bench and long-standing enterprise relationships. Overkill for a focused retail or CPG analytics program. Ask for the proposed team and a scoped quote; Tredence is the analytics-focused alternative. Listed, not reviewed Details
Confluent

The company founded by the creators of Apache Kafka. Expertise in architecting mission-critical, real-time data streaming platforms.

 ~2,500 listed AWS, Azure, GCP, Expert Data modernization Enterprise-scale event streaming and data in motion Poor fit for a batch warehouse build, BI, or AI/ML beyond Kafka: its listed focus is real-time event streaming, and AI/ML and analytics are rated Moderate. Listed, not reviewed Details
Dagster Labs

Services from the creators of Dagster. Focus on implementing asset-based orchestration to make data pipelines more testable, reliable, and observable.

 ~60 listed AWS, Snowflake Modern data orchestration and data platform engineering context Skip it if your orchestrator is not Dagster or you want one supplier for the whole stack: its listed focus is Dagster orchestration. Listed, not reviewed Details
Damco Solutions

Big Data and analytics company providing data engineering, cloud migration, and enterprise modernization services

 ~500 listed AWS, Azure, GCP, Databricks, Snowflake, Expert Data modernization Enterprise data modernization; Big Data solutions Weak fit if a specific Snowflake or Databricks partner tier is required: its listed strength is broad multi-cloud coverage. Verify any tier with the platform. Listed, not reviewed Details
Data Driven

Boutique consultancy specializing in building scalable data platforms and enabling self-service analytics using the modern data stack.

 ~80 listed Snowflake, Databricks, AWS, Expert Data modernization Modern data stack implementation and analytics engineering Poor fit for platforms outside Snowflake, Databricks, AWS, and dbt: it is a boutique built around that stack. Confirm the named team for parallel workstreams. Listed, not reviewed Details
DataArt

Global technology consultancy with a strong Eastern European presence and custom data solutions

 ~3,000 listed AWS, Azure, GCP, Databricks, Snowflake Custom software development with data engineering; European nearshore Less suited to a buyer who needs deep single-platform specialization: DataArt is built for custom software and data work across all clouds. Listed, not reviewed Details
Datalytyx

UK-based provider of big data engineering, data analytics, and cloud solutions. Strong partnership with Snowflake and Talend (Qlik).

 ~60 listed Snowflake, AWS, Azure Data governance and managed data services Weak fit if your integration layer is not Talend or your warehouse is not Snowflake, or if you need local delivery outside the UK. Confirm locations and staffing. Listed, not reviewed Details
DATAPAO

Databricks-focused firm in Europe, specializing in cloud migration, AI operationalization, and MLOps

 ~50 listed Databricks, Azure, AWS, Expert Data modernization European companies running Databricks on Azure or AWS that need MLOps and Spark/Kafka expertise. Confirm current credentials and the proposed consultants. Not the right pick for a Snowflake-led program or local delivery outside Europe: its listed focus is Databricks, MLOps, and Spark. Confirm delivery locations. Listed, not reviewed Details
Dataroots

Benelux-based AI and data engineering specialists with a strong focus on MLOps and cloud-native data platforms.

 ~50 listed AWS, Azure AI-driven data engineering and MLOps implementation Poor fit for Snowflake, GCP, or BI-led work: its listed focus is MLOps and AI-driven data engineering, with business analytics rated Moderate. Listed, not reviewed Details
Dateonic

Expert Databricks consultancy delivering Big Data and AI solutions with ML platform expertise

 ~50 listed Databricks, AWS, Azure, GCP, Expert Data modernization Teams building or scaling a Databricks or MLflow-based ML platform on AWS, Azure, or GCP. Ask for matching project references and named specialists. A Snowflake-centric warehouse is outside its listed stack of Databricks, Spark, and MLflow. For a large multi-cloud program, ask for named specialists per cloud. Listed, not reviewed Details
dbt Labs Services

The creators of dbt. Their expert services team helps organizations implement best practices, migrate existing code to dbt, and train analytics engineers.

 ~400 listed Snowflake, Databricks, AWS, GCP, Expert Data modernization Teams migrating existing analytics code to dbt, standardizing dbt practices, or training analytics engineers with the creators of dbt. Confirm the proposed instructors. Not the partner for end-to-end platform delivery: its services scope is dbt and analytics engineering. For ingestion or orchestration, plan on another provider. Listed, not reviewed Details
Deloitte

Big Four consultancy integrating data engineering with business consulting, serving large enterprise clients

 ~450,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Regulated-industry enterprises (healthcare systems, banks, insurers) that need C-suite advisory, compliance framing, and Big Four sign-off alongside the technical delivery. Weak fit for a mid-market Snowflake migration in healthcare or financial services that needs no Big Four advisory. Compare Hakkoda, or ask for engineering quoted apart. Listed, not reviewed Details
Devoteam

European IT consultancy specialized in cloud, data, AI and cybersecurity

 ~11,000 listed AWS, GCP, Azure, Snowflake, Databricks, Expert Data modernization European enterprises; cloud and cybersecurity specialists Weak fit if you need local delivery outside Europe: it is positioned as a European consultancy. For a small engagement, ask for a scoped team and quote. Listed, not reviewed Details
DS Stream

Data and AI engineering firm with a GenAI and MLOps focus, working across Google Cloud, Azure, and Databricks

 ~150 listed Azure, GCP, AWS, Databricks, Expert Data modernization AI and data analytics for global brands; GenAI solutions Snowflake is not in its listed stack, so a Snowflake-first warehouse or older-system migration is a stretch next to its Azure, GCP, Databricks, and MLOps focus. Listed, not reviewed Details
Entrans

Data engineering solutions provider with expertise in data lakes, lakehouses, and real-time streaming pipelines

 ~100 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization End-to-end data engineering; data lakehouse implementations Weak fit for mainframe, SAP, or older on-premises integrations: its listed focus is lakehouses and streaming. Ask for references on those systems. Listed, not reviewed Details
Fivetran Services

Fivetran's professional services for implementation, connectors, architecture, and assisted transformations.

 Not verified Snowflake, Databricks, AWS, GCP Fivetran implementation, connector work, and assisted transformations, including data modeling, SQL, and dbt. For work beyond the Fivetran services package, agree on who will deliver analytics and AI tasks. Fivetran explicitly offers transformation and modeling work; the proposal needs to define the rest of the program. Reviewed Details
Fractal Analytics

Customer analytics, AI-powered decision intelligence, and data engineering services

 ~5,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Enterprise AI and decision intelligence for large enterprises Not the pick when platform depth is the main criterion: its listed focus is decision intelligence and analytics. For a platform migration, ask for target-platform references. Listed, not reviewed Details
Hakkoda

Born-in-the-cloud Snowflake specialist providing on-demand data teams. Rapidly growing with a strong focus on healthcare and financial services vertical solutions.

 ~150 listed Snowflake, AWS, Azure, Expert Data modernization Healthcare and financial-services teams building Snowflake data platforms where compliance experience matters. Ask for references that match your requirements. A BigQuery- or Databricks-led roadmap sits outside its listed Snowflake focus (plus AWS, Azure, dbt). For a multi-year program, confirm staffing commitments. Listed, not reviewed Details
Hashmap

NTT DATA Company focused on data engineering, cloud migration, and AI/ML. Known for deep technical expertise in Snowflake and Azure.

 ~200 listed Snowflake, Azure, AWS, Databricks, Expert Data modernization Enterprises needing cloud migrations and IoT data solutions GCP is not in its listed stack of Snowflake, Azure, AWS, Databricks, and dbt, so a GCP-led program is a weak fit. For a large contract, confirm staffing with NTT DATA. Listed, not reviewed Details
HCLTech

Global systems integrator known for massive scale execution. Strong capabilities in engineering data pipelines and modernizing older systems at scale.

 ~10,000 listed GCP, AWS, Azure, Snowflake Large-scale migrations off older systems and managed services outsourcing Built for scale, so a small migration or short implementation may feel oversized. Ask HCLTech for a right-sized team and quote. Listed, not reviewed Details
Helical IT Solutions

BI and data engineering company specializing in open-source solutions, Tableau, PowerBI, and data warehousing

 ~100 listed AWS, Azure, Databricks Open-source BI, data warehousing, and analytics implementations. Ask for references with the tools you use. Weak fit for a complex cloud migration or AI/ML program: its listed focus is open-source BI and data warehousing. Ask for comparable projects first. Listed, not reviewed Details
Improving

Software consulting company with data engineering, cloud, and modern application development capabilities

 ~500 listed Azure, AWS, Databricks, Snowflake Software consultancy with data engineering; Agile delivery Poor match when a specific platform partner tier is mandatory or the program is AI/ML-led: it is a software consultancy first. Verify tiers with the provider. Listed, not reviewed Details
InData Labs

AI and data science specialists delivering projects worldwide, with an R&D center and a focus on predictive analytics and machine learning.

 ~100 listed AWS, Azure, GCP, Databricks AI/ML and data science projects; predictive analytics Not built for warehouse or platform migration: its listed focus is AI and data science. Ask for source-to-target references and cutover experience. Listed, not reviewed Details
Indium Software

Large digital engineering workforce, AI-driven digital engineering, ibriX accelerator for Databricks, data validation frameworks

 ~3,000 listed Azure, Databricks, AWS, GCP, Snowflake, Expert Data modernization Product engineering with data modernization; Digital assurance Snowflake-first engagements are a weaker fit: its listed accelerator targets Databricks. If a Snowflake partner tier is mandatory, verify it with Snowflake. Listed, not reviewed Details
Infostrux

Pure-play Snowflake services partner. Specializes in Data Vault methodology and in building scalable data engineering solutions on the Data Cloud.

 ~70 listed Snowflake, AWS, Expert Data modernization Data teams adopting Data Vault methodology on Snowflake with dbt. Ask for Data Vault 2.0 references and the proposed consultants. Its listed stack is Snowflake, dbt, and AWS, so a Databricks- or GCP-led program, or one firm owning a multi-platform estate, is a weak fit. Listed, not reviewed Details
Infosys

Global technology services and consulting firm with massive global delivery capability in next-gen digital services

 ~300,000 listed Databricks, AWS, Azure, GCP, Snowflake, Expert Data modernization Global enterprises; offshore development model; large-scale implementations Likely oversized for a small or time-sensitive implementation: it is a massive global delivery organization. Ask for a scoped team, approval path, and quote. Listed, not reviewed Details
Innowise

Eastern European software and data engineering firm offering full-cycle delivery from application to data layer, with Apache Kafka expertise

 ~2,500 listed AWS, Azure, GCP, Databricks Full-cycle software development with data engineering; Eastern Europe If delivery must be domestic or on-site outside Eastern Europe, or Snowflake or dbt credentials are required, this is a weak fit. Ask for locations and matching references. Listed, not reviewed Details
Intellias

Engineering firm delivering AI/ML, data engineering, and IoT solutions with a focus on automotive and fintech

 ~3,000 listed AWS, Azure, GCP, Databricks, Snowflake Automotive, fintech, and large-scale engineering projects Healthcare, retail, or logistics work needing sector-specific depth is a weak fit: its listed industries center on automotive, financial services, and insurance. Listed, not reviewed Details
InterWorks

Full-service BI and IT consultancy with data and analytics expertise centered on Snowflake and Tableau

 ~500 listed Snowflake, AWS, Azure, GCP, Expert Data modernization BI and analytics deployments; Tableau and Snowflake specialists Weak fit for a Databricks-led or ML engineering program: its listed focus is Snowflake, Tableau, and Matillion analytics. Ask for comparable projects and named specialists. Listed, not reviewed Details
iTechArt

Engineering firm specializing in agile dedicated teams, Big Data analytics, AI, and cloud development for startups

 ~3,500 listed AWS, Azure, GCP, Databricks VC-backed startups and rapidly scaling tech firms A Snowflake-specific engagement is a weak fit: Snowflake is not in its listed stack. If a partner tier is required, verify it with the platform provider. Listed, not reviewed Details
Itransition

Engineers providing full-cycle software development, data analytics, ML, and cloud solutions since 1998

 ~3,000 listed AWS, Azure, GCP, Snowflake, Databricks Mid-market companies; full-cycle software development with data engineering Weak fit for a data-only engagement: it is a full-cycle software developer with analytics alongside. Ask for the proposed data architects and platform references. Listed, not reviewed Details
Kanerika Inc

Data analytics and intelligent automation consultancy building efficient enterprises with integrated responsive solutions

 ~200 listed Azure, AWS, GCP, Databricks, Snowflake, Expert Data modernization Intelligent automation and data analytics; Microsoft Azure specialists Snowflake-led programs outside Azure are a weak fit: its listed stack leads with Azure and Power BI. Ask for Snowflake references and the proposed architects. Listed, not reviewed Details
KPMG

Detailed focus on data integrity, governance, and regulatory compliance. Strong in modernizing older finance systems.

 ~4,000 listed Azure, Snowflake, AWS Risk management, regulatory reporting, and finance back-office data Not the first pick for AI/ML engineering: its listed focus is governance, compliance, and finance data. Ask for named practitioners and delivery references. Listed, not reviewed Details
Lovelytics

Cloud data platform specialist with Brickbuilder Migration accelerator for Snowflake-to-Databricks transitions

 ~50 listed Snowflake, Databricks, AWS, Azure, Expert Data modernization Companies seeking Snowflake-to-Databricks migration; cloud data platform specialists A GCP, BigQuery, or AI/ML-led program is a weak fit: its listed focus is Snowflake-to-Databricks migration. For parallel workstreams, confirm staffing. Listed, not reviewed Details
LTM

Formed from the merger of L&T Infotech and Mindtree. A global systems integrator with a Snowflake focus and large-scale delivery capability.

 ~5,000 listed Snowflake, Azure, AWS, Databricks Snowflake migrations for large enterprises A small scope or non-Snowflake target is a weak fit: its profile centers on Snowflake, though Azure, AWS, and Databricks are listed. Ask for a scoped team and quote. Listed, not reviewed Details
Mantel Group

ANZ-based consultancy with a dedicated data practice, Snowflake specialists, and GenAI-powered migrations across Databricks and Snowflake

 ~900 listed Databricks, Snowflake, AWS, Azure, GCP, Expert Data modernization Australia and New Zealand enterprises considering Databricks or Snowflake work, including regulated-industry programs. Verify required partner credentials and domain references. Not the pick if you need on-site delivery outside Australia and New Zealand, where Mantel Group focuses. Confirm its delivery locations first. Listed, not reviewed Details
Materialize

A streaming SQL vendor. Its services focus on helping companies build real-time data products using standard SQL without the complexity of Spark/Flink.

 ~80 listed AWS, Expert Data modernization Consider Materialize for operational dashboards and real-time analytics using streaming SQL with Kafka and PostgreSQL. Confirm that its services cover your data sources and latency requirements. Weak fit for a batch Snowflake or Databricks warehouse migration: its listed focus is streaming SQL and real-time data products. Listed, not reviewed Details
McKinsey & Company

Global strategy consultancy with QuantumBlack as its data and AI arm. Focuses on high-value business outcomes driven by advanced analytics.

 ~2,000 listed Snowflake, AWS, Azure, GCP Large-scale digital transformation and strategy-led AI initiatives Poor match for a scoped, hands-on cloud data migration: its QuantumBlack work is strategy-led. Ask which team would do the implementation. Listed, not reviewed Details
Mphasis

Specializes in 'Front2Back' transformation. Strong in the financial services sector, helping banks migrate older mainframes to cloud data platforms.

 ~4,000 listed AWS, Azure, Snowflake, Expert Data modernization Banking and capital-markets firms running structured data modernization programs on Snowflake where financial-services domain expertise is a baseline requirement. Heavier than needed for a focused Snowflake Data Vault build: it is positioned for banking modernization programs. Compare Infostrux, a pure-play Snowflake partner. Listed, not reviewed Details
N-iX

Technology firm operating across many countries with long expertise, a European nearshore delivery model, and a data and analytics focus

 ~2,400 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization European nearshore development; enterprise clients A mismatch if US-domestic or on-site delivery is mandatory: its listed focus is European nearshore. Confirm consultant locations and staffing terms. Listed, not reviewed Details
Perficient

Global digital consultancy offering data and analytics transformation services across AWS, Azure, GCP, Snowflake, and Databricks.

 ~5,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Digital transformation; enterprise data and analytics A generalist for broad digital programs, not a single-platform specialist: its listed stack runs from AWS and Snowflake to Salesforce and Adobe. Listed, not reviewed Details
phData

Data and AI consultancy that Snowflake lists at Elite tier, with a published SAP analytics offering.

 Not verified Snowflake, AWS, Databricks, Expert Data modernization Consider phData for Snowflake data engineering, migrations, and SAP-to-Snowflake analytics. Snowflake confirms its Elite tier; check references for your source systems and agree on the work before hiring. For broad ERP implementation or work across several target platforms, ask for references covering those tasks. phData's SAP page describes analytics, not ERP or mainframe delivery. Reviewed Details
Pingahla

Data engineering and analytics consultancy providing modern data stack implementations and cloud solutions

 ~100 listed AWS, Azure, Databricks Data engineering and analytics for startups and mid-market Look elsewhere for a Snowflake- or GCP-led migration: neither is in its listed stack of AWS, Azure, Databricks, Spark, Kafka, and Airflow. Listed, not reviewed Details
ProCogia

Data consultancy with data mesh, ML, and bioinformatics expertise for Life Sciences, Pharma, and Biotechnology teams.

 ~100 listed Azure, AWS, GCP, Snowflake, Databricks, Expert Data modernization Data consultancy and bioinformatics; enterprise data mesh Less suited to a large multi-workstream program: its listed focus is bioinformatics and data consultancy. Ask for named leads and staffing commitments. Listed, not reviewed Details
PwC

Global firm focused on 'business-led, technology-enabled' transformations, with capabilities in cloud data platforms and governance.

 ~6,000 listed Azure, AWS, GCP, Snowflake, Expert Data modernization Business-led transformation and finance function modernization Poor fit for a focused, engineering-led pipeline build: its listed focus is business-led transformation. Ask PwC to scope engineering deliverables separately. Listed, not reviewed Details
Saviant Consulting

Microsoft Azure-focused consultancy for smart machine manufacturers, with multi-cloud expertise and industrial data solutions.

 ~500 listed Azure, Databricks, AWS, Expert Data modernization Microsoft Azure specialists; Industrial IoT and smart machines Weak fit for a Snowflake, Google Cloud, or non-industrial program: its listed focus is Azure, Databricks, and industrial IoT. Listed, not reviewed Details
ScienceSoft

IT consulting firm with long tenure and healthcare and financial services data engineering expertise.

 ~700 listed AWS, Azure, GCP, Databricks, Snowflake, Expert Data modernization Healthcare and financial services; compliance-focused data solutions Not the choice if a platform-specific specialist is required: its coverage is broad. Verify any mandatory Snowflake or Databricks partner tier with the vendor. Listed, not reviewed Details
Sigmoid

ML engineering-led data consultancy delivering from India and the US across Snowflake, Databricks, and the major clouds.

 ~1,000 listed Snowflake, Databricks, AWS, GCP, Azure, Expert Data modernization Consider Sigmoid for ML engineering and data platform work across Snowflake, Databricks, and the major clouds. Confirm target-platform references and a current quote. Wrong choice for a regulated-industry program that hinges on deep compliance expertise: its listed focus is ML engineering breadth across platforms. Listed, not reviewed Details
Simform

Digital product engineering company with data engineering, cloud, and AI/ML expertise for startups and enterprises

 ~500 listed AWS, Azure, GCP, Databricks, Snowflake Consider Simform when application development and cloud data infrastructure need to be delivered together across AWS, Azure, GCP, Databricks, and Snowflake. Confirm workstream ownership. A product-engineering shop first, so a weak match for a standalone warehouse migration. Ask for data-only migration references. Listed, not reviewed Details
Slalom

Global business and technology consultancy delivering across AWS, Microsoft, and Google clouds.

 ~13,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Consider Slalom for enterprise digital transformation, including AWS and GenAI programs. Ask for comparable implementations and the proposed cloud and data engineering team. Overbuilt for a focused Snowflake, Databricks, and dbt engagement: it is positioned for enterprise transformation. Compare Aimpoint Digital, which lists all three. Listed, not reviewed Details
Solita

Nordic data consultancy with Snowflake-focused data platform work and data-driven transformation services.

 ~2,100 listed Snowflake, AWS, Azure, GCP, Databricks, Expert Data modernization Nordic organizations considering Snowflake or broader data transformation. Verify required partner credentials and request references for the target platforms. Weak fit for local delivery outside Europe or an AWS- or Databricks-led program: its listed focus is Nordic organizations and Snowflake. Listed, not reviewed Details
STX Next

Europe-based, Python-rooted data engineering firm with nearshore delivery across Poland and Mexico. Specializes in enterprise data platforms, real-time streaming, and AI-powered analytics.

 ~500 listed Snowflake, Databricks, AWS, Azure, GCP, Expert Data modernization European nearshore data engineering for fintech, manufacturing, or logistics. Ask for relevant project references and verify any required AWS or Snowflake credentials. Limited for programs needing local delivery in several regions: its listed focus is European nearshore. Ask for delivery locations and named consultants. Listed, not reviewed Details
Tata Consultancy Services (TCS)

Global IT services company with a large AI-led data and AI practice, delivering at multinational scale.

 ~600,000 listed AWS, Azure, GCP, Databricks, Snowflake, Expert Data modernization Multinational enterprises considering multi-year data platform transformation with an offshore delivery component. Confirm regional coverage and staffing commitments in the proposal. Too large-scale for a focused mid-market ML or analytics build: TCS targets multi-year multinational programs. Compare Sigmoid for focused ML engineering. Listed, not reviewed Details
Tech Mahindra

Vertical focus on telecom and automotive. Focuses on 'NXT.NOW' framework for digital transformation and AI-driven operations.

 ~8,000 listed AWS, Azure, GCP Telecom operators and large manufacturers running multi-year data platform programs where offshore delivery economics and domain-specific process knowledge are primary selection criteria. Overkill for a mid-market dbt and Snowflake build: its listed focus is multi-year telecom and manufacturing programs. Compare Bluecloud for the modern data stack. Listed, not reviewed Details
Thoughtworks

Global technology consultancy known for data mesh and modern data architecture

 ~10,000 listed AWS, Azure, GCP, Databricks, Snowflake, Expert Data modernization Organizations adopting data mesh and modern data architecture. Ask Thoughtworks for comparable implementations and a delivery plan suited to the organization's operating model. More than a focused dbt implementation or training engagement needs: it is positioned for data mesh. Compare dbt Labs Services, which lists dbt implementation and training. Listed, not reviewed Details
Tiger Analytics

Analytics and AI specialist for retail and CPG, delivering GenAI accelerators and data science solutions

 ~3,000 listed Snowflake, Databricks, AWS, GCP, Azure, Expert Data modernization Consider Tiger Analytics for retail and CPG analytics, AI/ML, and GenAI programs. Ask for relevant implementations and named specialists. Weak fit when a platform-led migration is the core need: its listed focus is analytics, AI/ML, and GenAI. Ask for named engineers and target-platform references. Listed, not reviewed Details
Tredence

GenAI accelerators for migrations, with a retail and CPG focus and a data and AI delivery practice

 ~3,000 listed Snowflake, Databricks, AWS, Azure, GCP, Expert Data modernization Consider Tredence for retail and CPG analytics or GenAI programs. Request comparable implementations and evidence for any accelerator savings it cites. Weak fit for a small delivery pod or a platform-specific migration: its listed focus is retail and CPG analytics and GenAI. Ask for the proposed team. Listed, not reviewed Details
Wipro

Global IT services company with a Big Data platform delivering analytics-driven solutions across industries

 ~200,000 listed AWS, Azure, GCP, Snowflake, Databricks, Expert Data modernization Large-scale global enterprises; offshore delivery model Wrong scale for a focused mid-market implementation: Wipro is positioned for large global enterprises on an offshore model. Ask for a scoped team and quote. Listed, not reviewed Details
XenonStack

Positions itself as an AI Reasoning Foundry for agentic enterprises, with autonomous intelligent systems and real-time data engineering

 ~500 listed AWS, Azure, GCP, Databricks, Expert Data modernization Agentic AI systems; real-time analytics; platform engineering Wrong choice for a batch warehouse or Snowflake-led migration: Snowflake is absent from its listed stack, which centers on agentic AI and streaming. Listed, not reviewed Details

Browse all AWS firms Use full comparison table

Find the right partner for the cloud's biggest ecosystem. We've analyzed 76 profiled AWS data engineering firms to help you compare expertise in Redshift optimization, Glue ETL pipelines, and serverless data lakes.

Based on 86 profiled firms

76
Firms profiled
88%
of directory firms offer AWS data services
64%
rated "Expert" in data modernization
89%
also support Azure (multi-cloud)

Rates vary by delivery model; see the rates guide.

According to DataEngineeringCompanies.com's analysis of 86 profiled data engineering firms.

  • Modernization

    Move beyond legacy EC2-based databases. Experts implement Redshift Serverless and Aurora v2 for auto-scaling performance.

  • Serverless ETL

    Reduce maintenance with AWS Glue and Lambda. Build event-driven pipelines that scale to zero when not in use.

  • Streaming Data

    Capture real-time insights using Kinesis and MSK (Managed Kafka) to feed dashboards and ML models instantly.

Key AWS Data Engineering Services

AWS data engineering services include Redshift migration and optimization, serverless ETL with AWS Glue, real-time streaming via Kinesis, and S3-based data lake architecture. According to DataEngineeringCompanies.com's directory, 88% of profiled firms offer AWS data expertise.

  • Redshift Migration & Optimization

    Move from on-premise databases or legacy warehouses to Redshift. Experts design dist/sort keys, implement Concurrency Scaling, and migrate to RA3 node types for faster performance.

    • Oracle/SQL Server to Redshift migration
    • Redshift Spectrum for S3 queries
    • Workload Management (WLM) tuning

  • AWS Glue & ETL Automation

    Build serverless ETL pipelines using AWS Glue. Convert legacy Python/Spark scripts into Glue jobs with proper error handling, incremental processing, and cost optimization.

    • Glue Data Catalog governance
    • Glue Studio visual ETL
    • DynamicFrame transformations

  • Kinesis & Real-time Streaming

    Capture clickstream, IoT, and application logs in real-time using Kinesis Data Streams. Process events with Lambda or Kinesis Analytics for instant insights.

    • Kinesis Data Firehose to S3/Redshift
    • Stream processing with Flink
    • Real-time dashboards (QuickSight)

  • Data Lake Implementation

    Design S3-based data lakes with proper partitioning, lifecycle policies, and Lake Formation governance. Integrate with Athena for SQL queries on petabyte-scale data.

    • S3 bucket architecture & optimization
    • AWS Lake Formation security
    • Athena query performance tuning

How to Choose an AWS Data Engineering Partner

Choose an AWS data engineering partner by verifying Advanced or Premier tier status, confirming Data & Analytics Competency certification, assessing serverless-first expertise in Glue and Athena, and requesting cost optimization case studies. In the Index, 89% of AWS firms also support Azure for hybrid architectures.

  1. 1

    Verify AWS Partner Tier

    Look for Advanced or Premier tier partners. Premier partners have access to AWS Well-Architected Reviews and direct Technical Account Managers (TAMs).

  2. 2

    Check Service-Specific Competencies

    AWS awards "Data & Analytics Competency" badges to partners with proven expertise. Ask for specific certifications like AWS Certified Data Analytics or Big Data Specialty.

  3. 3

    Assess Serverless Expertise

    The modern AWS stack favors serverless (Glue, Lambda, Athena). Ensure your partner isn't still pushing legacy EC2-based Hadoop clusters unless you specifically need EMR.

  4. 4

    Request Cost Optimization Examples

    AWS bills can spiral quickly. Ask candidates to share case studies where they've reduced costs through Reserved Instance planning, S3 lifecycle policies, or spot instance usage.

Frequently Asked Questions

  • How much does an AWS data engineering consultant cost?

    Prices for specialized AWS data engineers depend on delivery model, seniority, and scope. Architects with deep Redshift/EMR experience are typically priced higher. The rates guide explains what drives price, and written quotes are the best way to budget.

  • What includes a "Modern" AWS Data Stack?

    A modern AWS stack often replaces legacy EMR clusters with serverless tools like AWS Glue for ETL, Redshift Serverless for warehousing, and Kinesis for streaming, orchestrated by Managed Airflow (MWAA).

  • Should I migrate from Snowflake to Redshift?

    It depends. Redshift offers deep integration with the AWS ecosystem and can be more cost-effective for predictable workloads with Reserved Instances. However, Snowflake separates compute/storage more natively. Consultants can provide a TCO analysis.

  • What's the difference between Glue and EMR?

    AWS Glue is a fully managed, serverless ETL service ideal for standard transformations. EMR gives you full control over Spark clusters for complex, custom processing but requires more management overhead.

  • Can I use open-source tools on AWS?

    Yes. AWS supports open-source frameworks like Apache Spark (EMR), Kafka (MSK), Airflow (MWAA), and dbt (on Redshift). Many teams prefer this hybrid approach to avoid vendor lock-in.

Deep-Dive Guides

In-depth research articles supporting this hub.

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