Top Data Engineering Companies 2026
Three strong data engineering firms to consider in 2026: phData (Snowflake specialist), Tiger Analytics (AI/ML at scale), and Slalom (enterprise integration). DataEngineeringCompanies.com profiles 86 firms by team size, platform focus, and fit, and shows which claims are sourced.
Updated July 20, 2026 · Listed A–Z · How we profile firms
All profiled firms, A–Z
All 86 profiled firms, listed A–Z. Filter and compare up to four in the full directory.
| Firm | Scale | Platforms | Best for | Evidence |
|---|---|---|---|---|
| Accenture Global professional services firm with an AI practice and digital transformation capabilities across all industries | ~779,000 listed | AWS, Azure, GCP, Snowflake, Databricks | Large enterprises running multi-cloud transformations across AWS, Azure, and GCP simultaneously, where a single integrator needs to own the full program. | Listed, not reviewed |
| Adastra Global data, analytics, cloud, and AI consultancy with published work across regulated industries and retail. | 2000+ | Snowflake, Databricks, AWS, Azure, GCP | Enterprise data, cloud, and analytics work across financial services, insurance, retail, and other sectors. Ask for references from similar projects. | Reviewed |
| Aimpoint Digital Data and analytics consultancy that lists Snowflake, Databricks, and dbt credentials on its platform page. | Not verified | Snowflake, Databricks, AWS, Azure, GCP | 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. | Reviewed |
| 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 | Listed, not reviewed |
| Algoscale Data engineering specialists with Databricks, Snowflake, and cloud expertise, cross-industry modern stack implementation | ~200 listed | Databricks, Snowflake, AWS, Azure, GCP | Data engineering and analytics; distributed data processing | Listed, not reviewed |
| Analytics8 Data and analytics consultancy operating since 2002, covering the entire data lifecycle from strategy to governance | ~100 listed | Snowflake, AWS, Azure, GCP, Databricks | Mid-market companies needing end-to-end data solutions; data modernization projects | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Atrium Snowflake-focused consultancy offering AI-native consulting for data science, analytics, and AI-powered solutions | ~100 listed | Snowflake, AWS, Azure | Snowflake and Salesforce integration; AI-native consulting | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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. | Listed, not reviewed |
| 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 | Boards and executive teams commissioning a deep-tech or AI venture build through BCG X. Confirm who owns engineering delivery alongside the strategy work. | Listed, not reviewed |
| Beyond Key Leading 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 | Listed, not reviewed |
| BigData Boutique Big data consultancy specializing in open-source technologies, Elasticsearch, OpenSearch, Flink, and streaming data | ~50 listed | Databricks | Open-source big data; Elasticsearch and OpenSearch specialists | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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. | Listed, not reviewed |
| Brooklyn Data Co A full-service data and analytics consultancy, now part of Velir. Known for deep community involvement and expertise in the dbt ecosystem. | ~70 listed | Snowflake | Companies building or maturing a dbt-centered data stack with Snowflake, Looker, and Fivetran. Brooklyn Data is now part of Velir; ask for references matched to your scope. | Listed, not reviewed |
| Capgemini Global firm with strong Altran engineering capabilities, data & AI transformation at scale | ~300,000 listed | AWS, Azure, GCP, Snowflake, Databricks | 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. | Listed, not reviewed |
| Celebal Technologies Microsoft Azure AI Platform specialist, enterprise data analytics and migration experts | ~1,000 listed | Azure, Databricks, Snowflake, AWS, GCP | Microsoft Azure specialists; PowerBI and AI solutions | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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 | Large retailers and consumer-goods companies running GenAI modernization programs that need a large delivery bench and long-standing enterprise relationships. | Listed, not reviewed |
| Confluent The company founded by the creators of Apache Kafka. Best-in-class expertise for architecting mission-critical, real-time data streaming platforms. | ~2,500 listed | AWS, Azure, GCP | Enterprise-scale event streaming and data in motion | Listed, not reviewed |
| Continuus Technologies Snowflake integrator for financial services with FactSet and SimCorp partnerships | ~100 listed | Snowflake | Financial-services data cloud work on Snowflake, FactSet, or SimCorp. Confirm any required Snowflake partner tier. | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Damco Solutions Big Data and analytics company providing data engineering, cloud migration, and enterprise modernization services | ~500 listed | AWS, Azure, GCP, Databricks, Snowflake | Enterprise data modernization; Big Data solutions | Listed, not reviewed |
| 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 | Modern data stack implementation and analytics engineering | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Datacoves Specialists in reducing friction in analytics engineering. Creators of the Datacoves platform to streamline dbt and Airflow development. | ~30 listed | Snowflake | dbt implementation and analytics engineering workflow optimization | Listed, not reviewed |
| Datalytyx UK-based leading 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 | Listed, not reviewed |
| DATAPAO Databricks-focused firm in Europe, specializing in cloud migration, AI operationalization, and MLOps | ~50 listed | Databricks, Azure, AWS | European companies running Databricks on Azure or AWS that need MLOps and Spark/Kafka expertise. Confirm current credentials and the proposed consultants. | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Dateonic Expert Databricks consultancy delivering world-class Big Data and AI solutions with ML platform expertise | ~50 listed | Databricks, AWS, Azure, GCP | Teams building or scaling a Databricks or MLflow-based ML platform on AWS, Azure, or GCP. Ask for matching project references and named specialists. | Listed, not reviewed |
| 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 | Teams migrating existing analytics code to dbt, standardizing dbt practices, or training analytics engineers with the creators of dbt. Confirm the proposed instructors. | Listed, not reviewed |
| Deloitte Big Four consultancy integrating data engineering with business consulting, serving large enterprise clients with comprehensive services | ~450,000 listed | AWS, Azure, GCP, Snowflake, Databricks | Regulated-industry enterprises (healthcare systems, banks, insurers) that need C-suite advisory, compliance framing, and Big Four sign-off alongside the technical delivery. | Listed, not reviewed |
| Devoteam European IT consultancy specialized in cloud, data, AI and cybersecurity | ~11,000 listed | AWS, GCP, Azure, Snowflake, Databricks | European enterprises; cloud and cybersecurity specialists | Listed, not reviewed |
| 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 | AI and data analytics for global brands; GenAI solutions | Listed, not reviewed |
| Element Data Data modernization experts focusing on the Microsoft ecosystem, helping organizations unlock value from Azure Data and Power BI. | ~40 listed | Azure, Databricks | Microsoft stack optimization and Power BI enterprise rollouts | Listed, not reviewed |
| Entrans Data engineering solutions provider with expertise in data lakes, lakehouses, and real-time streaming pipelines | ~100 listed | AWS, Azure, GCP, Snowflake, Databricks | End-to-end data engineering; data lakehouse implementations | Listed, not reviewed |
| EY Massive global scale with deep expertise in tax, audit, and finance data. Microsoft Fabric and Azure data solutions. | ~5,000 listed | Azure, Snowflake, Databricks | Global compliance, audit-ready data platforms, and finance transformation | Listed, not reviewed |
| 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. | Reviewed |
| Fractal Analytics Customer analytics, AI-powered decision intelligence, and data engineering services | ~5,000 listed | AWS, Azure, GCP, Snowflake, Databricks | Enterprise AI and decision intelligence for large enterprises | Listed, not reviewed |
| 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 | Healthcare and financial-services teams building Snowflake data platforms where compliance experience matters. Ask for references that match your requirements. | Listed, not reviewed |
| 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 | Enterprises needing cloud migrations and IoT data solutions | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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. | Listed, not reviewed |
| Hightouch Leading Reverse ETL platform. Helps companies activate their data warehouse by syncing customer data to tools like Salesforce, HubSpot, and Facebook Ads. | ~150 listed | Snowflake, GCP | Reverse ETL and Data Activation strategy | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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 | Product engineering with data modernization; Digital assurance | Listed, not reviewed |
| Infostrux Pure-play Snowflake services partner. Experts in Data Vault methodology and building robust, scalable data engineering solutions on the Data Cloud. | ~70 listed | Snowflake, AWS | Data teams adopting Data Vault methodology on Snowflake with dbt. Ask for Data Vault 2.0 references and the proposed consultants. | Listed, not reviewed |
| 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 | Global enterprises; offshore development model; large-scale implementations | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Intellias Engineering firm delivering AI/ML, data engineering, and IoT solutions with deep automotive and fintech expertise | ~3,000 listed | AWS, Azure, GCP, Databricks, Snowflake | Automotive, fintech, and large-scale engineering projects | Listed, not reviewed |
| InterWorks Full-service BI and IT consultancy with data and analytics expertise centered on Snowflake and Tableau | ~500 listed | Snowflake, AWS, Azure, GCP | BI and analytics deployments; Tableau and Snowflake specialists | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Kanerika Inc Data analytics and intelligent automation consultancy building efficient enterprises with integrated responsive solutions | ~200 listed | Azure, AWS, GCP, Databricks, Snowflake | Intelligent automation and data analytics; Microsoft Azure specialists | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Lovelytics Cloud data platform specialist with Brickbuilder Migration accelerator for Snowflake-to-Databricks transitions | ~50 listed | Snowflake, Databricks, AWS, Azure | Companies seeking Snowflake-to-Databricks migration; cloud data platform specialists | Listed, not reviewed |
| 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 | Listed, not reviewed |
| 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 | Australia and New Zealand enterprises considering Databricks or Snowflake work, including regulated-industry programs. Verify required partner credentials and domain references. | Listed, not reviewed |
| Materialize Pioneers in streaming SQL. Their services focus on helping companies build real-time data products using standard SQL without the complexity of Spark/Flink. | ~80 listed | AWS | 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. | Listed, not reviewed |
| 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 | Listed, not reviewed |
| Monte Carlo Services A data observability platform vendor. Its services team helps customers design reliable data platforms and implement automated quality monitoring. | ~200 listed | Snowflake, Databricks | Implementing data observability and data reliability engineering | Listed, not reviewed |
| 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 | Banking and capital-markets firms running structured data modernization programs on Snowflake where financial-services domain expertise is a baseline requirement. | Listed, not reviewed |
| 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 | European nearshore development; enterprise clients | Listed, not reviewed |
| Paradime Focuses on providing tools and services to supercharge analytics engineering teams, with a platform that integrates dbt development. | ~25 listed | Snowflake, GCP | Analytics engineering productivity tools and consulting | Listed, not reviewed |
| 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 | Digital transformation; enterprise data and analytics | Listed, not reviewed |
| phData Data and AI consultancy that Snowflake lists at Elite tier, with a published SAP analytics offering. | Not verified | Snowflake, AWS, Databricks | 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. | Reviewed |
| 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 | Listed, not reviewed |
| ProCogia Data consultancy with data mesh, ML, and bioinformatics expertise for Life Sciences, Pharma, and Biotechnology teams. | ~100 listed | Azure, AWS, GCP, Snowflake, Databricks | Data consultancy and bioinformatics; enterprise data mesh | Listed, not reviewed |
| 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 | Busines-led transformation and finance function modernization | Listed, not reviewed |
| RudderStack Provider of warehouse-native customer data infrastructure. Services focus on replacing older CDPs with flexible data pipelines built on your warehouse. | ~120 listed | Snowflake, Databricks, GCP | Warehouse-native Customer Data Platform (CDP) implementation | Listed, not reviewed |
| Saviant Consulting Microsoft Azure-focused consultancy for smart machine manufacturers, with multi-cloud expertise and industrial data solutions. | ~500 listed | Azure, Databricks, AWS | Microsoft Azure specialists; Industrial IoT and smart machines | Listed, not reviewed |
| ScienceSoft IT consulting firm with long tenure and healthcare and financial services data engineering expertise. | ~700 listed | AWS, Azure, GCP, Databricks, Snowflake | Healthcare and financial services; compliance-focused data solutions | Listed, not reviewed |
| 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 | Consider Sigmoid for ML engineering and data platform work across Snowflake, Databricks, and the major clouds. Confirm target-platform references and a current quote. | Listed, not reviewed |
| 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. | Listed, not reviewed |
| Slalom Global business and technology consultancy with a fiercely human approach, delivering across AWS, Microsoft, and Google clouds. | ~13,000 listed | AWS, Azure, GCP, Snowflake, Databricks | Consider Slalom for enterprise digital transformation, including AWS and GenAI programs. Ask for comparable implementations and the proposed cloud and data engineering team. | Listed, not reviewed |
| Solita Nordic data consultancy with Snowflake-focused data platform work and data-driven transformation services. | ~2,100 listed | Snowflake, AWS, Azure, GCP, Databricks | Nordic organizations considering Snowflake or broader data transformation. Verify required partner credentials and request references for the target platforms. | Listed, not reviewed |
| 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 | European nearshore data engineering for fintech, manufacturing, or logistics. Ask for relevant project references and verify any required AWS or Snowflake credentials. | Listed, not reviewed |
| 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 | Multinational enterprises considering multi-year data platform transformation with an offshore delivery component. Confirm regional coverage and staffing commitments in the proposal. | Listed, not reviewed |
| Tech Mahindra Deep vertical expertise in 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. | Listed, not reviewed |
| Thoughtworks Global technology consultancy, data mesh pioneers, modern data architecture leaders | ~10,000 listed | AWS, Azure, GCP, Databricks, Snowflake | Organizations adopting data mesh and modern data architecture. Ask Thoughtworks for comparable implementations and a delivery plan suited to the organization's operating model. | Listed, not reviewed |
| 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 | Consider Tiger Analytics for retail and CPG analytics, AI/ML, and GenAI programs. Ask for relevant implementations and named specialists. | Listed, not reviewed |
| 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 | Consider Tredence for retail and CPG analytics or GenAI programs. Request comparable implementations and evidence for any accelerator savings it cites. | Listed, not reviewed |
| Wipro Global IT services company with a Big Data platform delivering analytics-driven solutions across industries | ~200,000 listed | AWS, Azure, GCP, Snowflake, Databricks | Large-scale global enterprises; offshore delivery model | Listed, not reviewed |
| XenonStack AI Reasoning Foundry for Agentic Enterprises, Data & AI Foundry with autonomous intelligent systems and real-time data engineering | ~500 listed | AWS, Azure, GCP, Databricks | Agentic AI systems; real-time analytics; platform engineering | Listed, not reviewed |
Team estimates are unverified unless a profile provides a field-level source. Fit guidance is editorial, and platform coverage is not a partner tier.
Start with your constraint: Snowflake · AWS · Databricks · Enterprise bench · Healthcare · Financial services · Retail
Top Data Engineering Companies in 2026
The top data engineering companies in 2026 are phData, Tiger Analytics, Slalom, Sigmoid, Analytics8, and InterWorks - chosen by specialty and fit, not paid placement. Each entry below shows what it is best for.
- 1. phData - Best for Snowflake migrations at scale - a Snowflake-focused specialist with a migration-automation focus.
- 2. Tiger Analytics - Best for enterprise AI/ML and GenAI - a large bench with GenAI accelerators.
- 3. Slalom - Best for AWS-anchored enterprise transformation.
- 4. Sigmoid - Best for cost-effective ML engineering across Snowflake, Databricks, and the major clouds.
- 5. Analytics8 - Best for mid-market end-to-end data modernization.
- 6. InterWorks - Best for BI and analytics deployments - Tableau and Snowflake specialists.
Listed by use-case fit, not ranked by quality. See the full directory of profiled firms above, or get a tailored shortlist.
How we profile firms
We don't sell rankings and we don't score firms. We record factual attributes so you can compare firms on what's real, and decide fit for yourself.
- Sources
- We gather public information from company websites, case studies, and platform partner directories.
- Evidence review
- For reviewed profiles, we check individual claims (credentials, team size, rates, platforms) against primary sources such as platform partner registries and the firm's own pages, record the source and date, and mark each claim's status.
- Estimates
- Rate bands, minimums, and team sizes on profiles are directory estimates. They are labeled unverified unless a cited source confirms them.
- Fit verdicts
- Fit verdicts are written from how a firm's listed focus aligns with common buyer requirements.
Peter Korpak
Chief Analyst & Founder. Former market research analyst at Aviva Investors and Credit Suisse.
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Frequently Asked Questions
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How much does hiring a data engineering company cost in 2026?
Rates vary widely by delivery model and seniority, and larger modernization projects are priced by scope. Our data engineering consulting rates guide explains what drives price; request written quotes from two or three firms before you set a budget.
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Which company is best for Snowflake migration?
phData is a strong fit for Snowflake migrations because of its Snowflake Elite partner status and migration-automation focus. Analytics8 and InterWorks are also worth comparing, depending on whether the project is strategy-led or deployment-speed driven. We don't rank firms — pick by fit.
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How do I choose between Snowflake and Databricks partners?
Choose a Snowflake partner when the main goal is SQL data warehousing, BI reporting, and secure data sharing. Choose a Databricks partner when the work centers on Spark, machine learning, streaming, or an open lakehouse architecture.
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What is the typical timeline for a data platform modernization?
A typical data platform modernization takes 3 to 9 months. Discovery and architecture usually take 2-4 weeks, the first migration or MVP takes 8-12 weeks, and full rollout depends on data volume, integrations, and governance complexity.
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Should I hire a boutique firm or a large global systems integrator?
Hire a boutique firm for deep platform specialization, faster senior access, and narrower Snowflake or Databricks work. Hire a global systems integrator when the project requires massive scale, multi-country support, or a transformation program beyond data engineering.