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Companies using Spark SQL

8,197 companies use Spark SQL, based on their job posts and their employees' public profiles. Hiring for it is growing, with 5,576 job posts naming it from October 2025 to August 2026. Data Engineer is the role that names it most often.

Data as of November 9, 2026 · Markdown version

Which companies name Spark SQL in the most job posts?

Amazon, Tata Consultancy Services and EPAM Systems mention Spark SQL in the most job posts. Three of these five companies are in Professional Services.
Company Posts People Recent job post
Amazon Retail Trade · first seen Jul 2022 843 161 "Interface with other technology teams to extract, transform, and load data from a wide variety of data sources using Redshift SQL, Spark SQL and other AWS big data technologies"data engineer iii, data engineering india, Nov 1, 2026
Tata Consultancy Services Professional Services · first seen May 2023 547 280 "Design, develop, and deploy scalable data pipelines using Databricks (PySpark, Spark SQL), Azure Synapse, Azure Data Factory, and other Azure data services."azure databricks engineer, Oct 23, 2026
EPAM Systems Professional Services · first seen Aug 2022 443 51 "Solid practical expertise with PySpark and Spark SQL for constructing and processing large-scale data workflows"Senior Data Software Engineer, Nov 7, 2026
JPMorganChase Finance and Insurance · first seen Jul 2022 340 129 "Strong programming skills in Python with experience in PySpark, Spark SQL, and manipulating data."Data Scientist Lead- Python, ML & Gen AI, Nov 5, 2026
Capgemini Professional Services · first seen Jul 2022 318 168 "StrongproficiencyinSpark Core Spark SQL Spark Streaming and SparkGraphXbeneficialExpertlevel programming skills inPython and Pyspark specifically for developing Spark applications"data engineer (pyspark), Oct 15, 2026
Showing 1 to 5 of 4,310 companies with job posts Sign up to see all companies using Spark SQL ›

What else do we know about Spark SQL?

Is hiring for Spark SQL growing?

Spark SQL turned up in a growing share of job posts: 3.3 in every 10,000 job posts from June to August 2026, compared with 2.9 from March to May. August 2026 was its highest month since October 2025, at 3.5.
Share of job posts naming Spark SQL by month, October 2025 to August 2026, in job posts in every 10,000 Moves from 2.5 in October 2025 to 3.5 in August 2026, in job posts in every 10,000. 4.0 3.0 2.0 1.0 0 3.5 Oct '25 Nov Dec Jan '26 Feb Mar Apr May Jun Jul Aug
Show the data
MonthJob posts naming Spark SQLAll job postsPer 10,000
Oct 20253491,413,6732.5
Nov 20254551,822,1192.5
Dec 20253021,236,1032.4
Jan 20265001,828,0022.7
Feb 20265701,856,6473.1
Mar 20265431,850,7112.9
Apr 20265071,728,8862.9
May 20265371,821,5092.9
Jun 20266041,909,4963.2
Jul 20265651,815,1803.1
Aug 20266441,835,6983.5

How many companies named Spark SQL in a job post for the first time in recent months?

In the three months to August 2026, 258 companies posted about Spark SQL for the first time. From March to May, 262 did. From October 2025 to August 2026, 889 companies named it in a job post for the first time.
March to May 2026 262
June to August 2026 258
October 2025 to August 2026 889

Companies whose first job post naming it appeared in that period. Recruiters, staffing firms and job boards are left out.

How do we know which companies use Spark SQL?

Employees' profiles add 3,887 companies to the 4,310 that name Spark SQL in job posts. 988 show up in both job posts and employees' profiles.
How we know Companies Share
Job posts name Spark SQL
4,310 53%
Employees' profiles list Spark SQL
3,887 47%

8,197 companies. Each is counted once, under the strongest evidence we have for it.

What size are the companies that use Spark SQL?

41% of Spark SQL users are companies with 50 to 999 employees, close to the mix on the typical tech page. 1,624 of its companies have more than 5,000 employees.

Share of its companies Typical tech page

ShareTypical
Under 50 employees
19% 22%
50 to 999
41% 38%
1,000 to 5,000
20% 17%
Over 5,000
20% 23%

Where are Spark SQL companies based?

Spark SQL companies are spread across 108 countries and territories. The United States leads with 48%, then India with 9.6%. France is less common than usual, at 3% against 4.6% on the typical tech page.
ShareTypical
United States
48% 43%
India
9.6% 6.9%
United Kingdom
6% 6.4%
Canada
3.5% 3.6%
Brazil
3.1% 2.8%
France
3% 4.6%

Companies in 108 countries and territories. Shares are of companies with a known headquarters country.

Show the data
CountryCompaniesShareTypical tech page
United States3,73948%43%
India7479.6%6.9%
United Kingdom4676%6.4%
Canada2713.5%3.6%
Brazil2413.1%2.8%
France2353%4.6%

Which teams work with Spark SQL?

Spark SQL turns up most in job posts for data engineering, data and data & analytics teams. Next are data science and data platform teams, at 52 and 42 companies.
Team Companies
Data engineering
168
Data
94
Data & analytics
62
Data science
52
Data platform
42
IT
38

What else do Spark SQL companies use?

Spark SQL companies are 24 times as likely as similar companies to use Databricks Workflows: 6.6% of them, against 0.28%. Among the tools listed here, Delta Lake is the most widely used, at 44% of Spark SQL companies.

Share of the 2,673 Spark SQL companies counted here whose job posts also name the tool Typical for companies the same size

Tool Also name it Typical Times as common
Databricks Workflows 176 companies
6.6% 0.28% 24x
Apache Oozie 165 companies
6.2% 0.33% 18x
Spark Streaming 510 companies
19% 1.2% 16x
Autosys 165 companies
6.2% 0.38% 16x
Tool Also name it Typical Times as common
Databricks Unity Catalog 691 companies
26% 1.6% 16x
AWS EMR 261 companies
9.8% 0.64% 15x
Delta Lake 1,174 companies
44% 3% 15x
Apache Impala 286 companies
11% 0.74% 14x

Which companies started naming Spark SQL in job posts recently?

329 companies with 50 or more employees started naming Spark SQL in job posts between April and August 2026. 56 of them have more than 5,000 employees. Lumenalta leads the new commercial companies, with 10 job posts from April to August.
AI native any size · 4 new
Company Posts
BAY6.AI 2
Google DeepMind 1
Shield 1
Simplify 1
Commercial 50 to 999 employees · 185 new
Company Posts
Lumenalta 10
CirrusLabs 5
Denodo 4
Aligned Automation 4
nCircle Tech 4
Mid-market 1,000 to 5,000 employees · 88 new
Company Posts
KPMG Philippines 9
Sidley Austin LLP 5
Nexperia 4
Plexus Tech 4
Milestone Technologies, Inc. 4
Enterprise over 5,000 employees · 56 new
Company Posts
Manulife 4
NTT DATA, Inc. 4
H&P 4
Kaiser Permanente 3
Fujitsu 3

Companies that named Spark SQL in a job post for the first time between April and August 2026, ranked by their job posts in those months. AI-native companies get a group of their own, whatever their size. Recruiters and job boards are left out.

Which roles mention Spark SQL most?

Data Engineer is the most common role, in 44% of job posts naming Spark SQL. Software Engineer is second, at 9.3%.
Role Share Posts
Data Engineer
44% 2,427
Software Engineer
9.3% 517
Data Architect
4.7% 263
Data Analyst
3.4% 190
Data Scientist
3.3% 185
AI Engineer
2.5% 137
Show the data
RoleShareOct 2025 to Aug 2026Mar to May 2026Jun to Aug 2026
Data Engineer44%2,427669756
Software Engineer9.3%517140163
Data Architect4.7%26358108
Data Analyst3.4%1905746
Data Scientist3.3%1855441
AI Engineer2.5%1373732

Which project themes come up in Spark SQL job posts?

3,792 job posts naming Spark SQL describe broad digital transformation, and 2,328 describe Data Infrastructure Migration work. Cloud Cost Optimization is next, in 912 job posts.
Project theme Job posts
Digital Transformation 3,792
Data Infrastructure Migration 2,328
Cloud Cost Optimization 912
Cloud Migration 541
About this data

Sumble built this page. Sumble gives sales, marketing and other GTM teams technographics and hiring signals for the companies they sell to: the technologies each company uses, which teams are hiring and for what, and who reports to whom. That helps a team know who to contact, why now, and what to say.

Sumble covers more than 3.6 million companies, 93 million job posts collected since 2022 and 194 million employee profiles, and tracks more than 37,000 technologies. It finds which technologies a company uses by reading its job posts and its employees' public profiles.

Sumble has a free plan, and the same data is available through its API and MCP server.

A company counts when its own job posts or its employees' public profiles name the technology. Hiring is that technology's share of all job posts collected each month. Quotes are copied word for word from the companies' job posts.

Every figure on this page comes from Sumble's own analysis, and you won't find it outside Sumble.