We found 10,509 companies that use Spark Streaming. 3,793 of them name it in their own job posts, and the rest through employees' public profiles. Hiring for it is steady, with 4,001 job posts naming it from October 2025 to August 2026. It comes up most in Data Engineer job posts.
Which companies name Spark Streaming in the most job posts?
EPAM Systems, EY and Publicis Sapient are among the companies with the most job posts naming Spark Streaming. Of the five companies in the table, EPAM Systems has the most employees who list it on their profiles: 170.
CompanyPostsPeopleRecent job post
EPAM SystemsProfessional Services · first seen Aug 2022431170
"Solid understanding of Delta Lake, Delta Live Tables, Unity Catalog, Spark Structured Streaming and large-scale data processing"Principal AI & Data Engineer, Oct 27, 2026
EYProfessional Services · first seen Aug 2022341107
"Build real-time ingestion pipelines using Apache Kafka, Spark Streaming, and related technologies."EY-GDS Consulting-AI And DATA-Data Architect-Senior Manager, Aug 25, 2026
Publicis SapientProfessional Services · first seen Jul 202233283
"…frameworks such as Glue ETL, Lambda, Google Cloud Dataflow, Azure Data Factory, Spark, Spark Streaming, or similar technologies."senior data engineer, Sep 22, 2026
Capital OneFinance and Insurance · first seen Jul 2022256163
"Build the next generation Distributed Streaming Data Pipelines and Analytics Data Stores using streaming frameworks (Flink, Spark Streaming) using programming languages like Java, Scala, Python"Senior Lead Data Engineer, Sep 1, 2026
CapgeminiProfessional Services · first seen Aug 2022246137
"Architect streaming and real-time analytics solutions using Apache Kafka, Amazon Kinesis, Apache Pulsar, Apache Flink, Spark Streaming or equivalent technologies."Cloud, Data Science & AI Architect, Nov 1, 2026
Spark Streaming holds a steady place in hiring. 2.0 in every 10,000 job posts named it from June to August 2026, against 2.1 from March to May. Its busiest month was November 2025, at 2.5.
Show the data
Month
Job posts naming Spark Streaming
All job posts
Per 10,000
Oct 2025
251
1,413,673
1.8
Nov 2025
450
1,822,119
2.5
Dec 2025
251
1,236,103
2.0
Jan 2026
366
1,828,002
2.0
Feb 2026
428
1,856,647
2.3
Mar 2026
368
1,850,711
2.0
Apr 2026
369
1,728,886
2.1
May 2026
392
1,821,509
2.2
Jun 2026
372
1,909,496
1.9
Jul 2026
360
1,815,180
2.0
Aug 2026
394
1,835,698
2.1
How many companies named Spark Streaming in a job post for the first time in recent months?
206 companies named Spark Streaming in a job post for the first time from June to August 2026, against 171 from March to May. From October 2025 to August 2026, 675 companies named it in a job post for the first time.
March to May 2026171
June to August 2026206
October 2025 to August 2026675
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 Streaming?
Employees' profiles account for 64% of the companies here. 3,793 companies name Spark Streaming in job posts they wrote. 1,195 show up in both job posts and employees' profiles.
How we knowCompaniesShare
Job posts name Spark Streaming
3,79336%
Employees' profiles list Spark Streaming
6,71664%
10,509 companies. Each is counted once, under the strongest evidence we have for it.
What size are the companies that use Spark Streaming?
By size, the biggest group of Spark Streaming users is companies with 50 to 999 employees, at 41%. 1,878 of its companies have more than 5,000 employees.
Share of its companies
Typical tech page
ShareTypical
Under 50 employees
20%22%
50 to 999
41%38%
1,000 to 5,000
20%17%
Over 5,000
18%23%
Where are Spark Streaming companies based?
The United States and India have the most Spark Streaming companies, at 46% and 9.2%. Its companies are based in 129 countries and territories.
ShareTypical
United States
46%43%
India
9.2%6.9%
United Kingdom
5.2%6.4%
France
3.9%4.6%
Germany
3.4%4.4%
Canada
3.2%3.6%
Companies in 129 countries and territories. Shares are of companies with a known headquarters country.
Show the data
Country
Companies
Share
Typical tech page
United States
4,556
46%
43%
India
915
9.2%
6.9%
United Kingdom
516
5.2%
6.4%
France
388
3.9%
4.6%
Germany
344
3.4%
4.4%
Canada
323
3.2%
3.6%
Which teams work with Spark Streaming?
At 156 companies, the team named in Spark Streaming job posts is data engineering, at least twice the next. Next come data teams (78 companies) and data platform teams (71).
TeamCompanies
Data engineering
156
Data
78
Data platform
71
Data science
32
Data & analytics
31
Engineering
31
What else do Spark Streaming companies use?
Spark Streaming companies are 46 times as likely as similar companies to use Azkaban: 6.9% of them, against 0.15%. Apache Storm comes second, 30 times as common as usual, at 21%.
Share of the 2,395 Spark Streaming companies counted here whose job posts also name the tool
Typical for companies the same size
Which companies started naming Spark Streaming in job posts recently?
Between April and August 2026, 240 companies with 50 or more employees first named Spark Streaming in a job post, 44 of them with more than 5,000 employees. Another 5 were AI-native companies, which we list separately.
Companies that named Spark Streaming 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 Streaming most?
Spark Streaming is showing up in more Solutions Architect job posts: 36 from June to August 2026, up from 21 from March to May. The top four roles cover 64% of these job posts.
RoleSharePosts
Data Engineer
44%1,756
Software Engineer
12%498
Data Architect
4.2%168
Platform Engineer
3.2%130
AI Engineer
2.7%108
Solutions Architect
2.5%102
Show the data
Role
Share
Oct 2025 to Aug 2026
Mar to May 2026
Jun to Aug 2026
Data Engineer
44%
1,756
526
473
Software Engineer
12%
498
124
123
Data Architect
4.2%
168
44
50
Platform Engineer
3.2%
130
25
42
AI Engineer
2.7%
108
24
34
Solutions Architect
2.5%
102
21
36
Which project themes come up in Spark Streaming job posts?
Digital transformation is the broadest theme in Spark Streaming job posts (3,222); the most common specific one is Data Infrastructure Migration, at 1,725. Cloud Cost Optimization is next, in 810 job posts.
Project themeJob posts
Digital Transformation3,222
Data Infrastructure Migration1,725
Cloud Cost Optimization810
Cloud Migration433
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.