# Companies using GCP Dataflow

32,916 companies in our data use GCP Dataflow, and 6,099 of them name it in job posts they wrote. Hiring for it has slowed, though 9,713 job posts still named it from October 2025 to August 2026. It comes up most in Data Engineer job posts.

Data as of November 9, 2026. Source: Sumble.

## Which companies name GCP Dataflow in the most job posts?

The five companies with the most job posts naming GCP Dataflow are Tata Consultancy Services, Equifax, Ford Motor Company, HSBC and Capgemini. Tata Consultancy Services is the newest of the five companies in the table, with its first job post naming it in July 2023.

| Company | Job posts | People | Recent job post |
|---|---:|---:|---|
| [Tata Consultancy Services](https://sumble.com/orgs/tata-consultancy-services-tcs) | 686 | 1,266 | "Leverage Google’s suite of tools for data storage, processing, and orchestration, including Dataflow, Dataproc, Pub/Sub, and Cloud Functions." (ai/ml engineer, Nov 1, 2026) |
| [Equifax](https://sumble.com/orgs/equifax) | 664 | 146 | "Design and development of big data processing solutions using Dataflow/Apache Beam, Bigtable, BigQuery, PubSub, GCS, Composer/Airflow, and others." (Senior Application Developer, Nov 1, 2026) |
| [Ford Motor Company](https://sumble.com/orgs/ford-motor) | 603 | 189 | "Scalable Data Pipelines: Architect, build, and maintain real-time streaming and high-volume batch data pipelines leveraging GCP Dataflow (Apache Beam), Dataproc (Spark/Hadoop), and Cloud Pub/Sub." (Technical Anchor, Software Engineering, Oct 24, 2026) |
| [HSBC](https://sumble.com/orgs/hsbc) | 601 | 183 | "Demonstrate strong working knowledge of GCP data services including Cloud Storage, Pub/Sub, GKE, Cloud SQL, BigQuery, Dataflow, Kafka and Dataproc" (GCP Data Engineering / Senior Software Engineer, Nov 5, 2026) |
| [Capgemini](https://sumble.com/orgs/capgemini) | 590 | 592 | "Move and store data with BigQuery, Cloud Storage, Pub/Sub and Dataflow." (genes / gcp ai engineer, Nov 7, 2026) |

## Is hiring for GCP Dataflow growing?

GCP Dataflow turned up in a shrinking share of job posts: 4.8 in every 10,000 job posts from June to August 2026, compared with 5.4 from March to May. Its busiest month was April 2026, at 5.5.

| Month | Job posts naming it | All job posts | Per 10,000 job posts |
|---|---:|---:|---:|
| Oct 2025 | 685 | 1,413,673 | 4.8 |
| Nov 2025 | 975 | 1,822,119 | 5.4 |
| Dec 2025 | 614 | 1,236,103 | 5.0 |
| Jan 2026 | 958 | 1,828,002 | 5.2 |
| Feb 2026 | 939 | 1,856,647 | 5.1 |
| Mar 2026 | 984 | 1,850,711 | 5.3 |
| Apr 2026 | 955 | 1,728,886 | 5.5 |
| May 2026 | 957 | 1,821,509 | 5.3 |
| Jun 2026 | 925 | 1,909,496 | 4.8 |
| Jul 2026 | 853 | 1,815,180 | 4.7 |
| Aug 2026 | 868 | 1,835,698 | 4.7 |

## How many companies named GCP Dataflow in a job post for the first time in recent months?

Job posts named GCP Dataflow for the first time at 287 companies from June to August 2026, against 291 from March to May. That brings the companies naming it for the first time since October 2025 to 1,095, through August 2026.

| Period | Companies naming it in a job post for the first time |
|---|---:|
| March to May 2026 | 291 |
| June to August 2026 | 287 |
| October 2025 to August 2026 | 1,095 |

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 GCP Dataflow?

6,099 companies name GCP Dataflow in job posts they wrote; employees' profiles add 26,817 more. 2,208 show up in both job posts and employees' profiles.

| How we know | Companies | Share |
|---|---:|---:|
| Job posts name GCP Dataflow | 6,099 | 19% |
| Employees' profiles list GCP Dataflow | 26,817 | 81% |

## What size are the companies that use GCP Dataflow?

Companies with 50 to 999 employees stand out among GCP Dataflow users: 47%, against 38% on the typical tech page. The second-largest group is companies with fewer than 50 employees, at 26%.

| Size | Share | Typical tech page |
|---|---:|---:|
| Under 50 employees | 26% | 22% |
| 50 to 999 | 47% | 38% |
| 1,000 to 5,000 | 17% | 17% |
| Over 5,000 | 9.8% | 23% |

## Where are GCP Dataflow companies based?

The United States has the most GCP Dataflow companies (36%), but India stands out: 12% of them, against 6.9% on the typical tech page. Its companies are based in 172 countries and territories.

| Country | Companies | Share | Typical tech page |
|---|---:|---:|---:|
| United States | 11,414 | 36% | 43% |
| India | 3,651 | 12% | 6.9% |
| United Kingdom | 1,881 | 6% | 6.4% |
| France | 1,275 | 4.1% | 4.6% |
| Brazil | 1,272 | 4% | 2.8% |
| Canada | 1,227 | 3.9% | 3.6% |

## Which teams work with GCP Dataflow?

The teams named most often in GCP Dataflow job posts are data engineering, data and data platform. Data science teams come fourth, at 66 companies.

| Team | Companies |
|---|---:|
| Data engineering | 249 |
| Data | 146 |
| Data platform | 83 |
| Data science | 66 |
| Engineering | 52 |
| Data & analytics | 49 |

## Which roles mention GCP Dataflow most?

Data Engineer is the most common role, in 37% of job posts naming GCP Dataflow. Data Engineer posts naming it numbered 1,063 from March to May 2026 and 915 from June to August.

| Role | Share | Oct 2025 to Aug 2026 | Mar to May 2026 | Jun to Aug 2026 |
|---|---:|---:|---:|---:|
| Data Engineer | 37% | 3,602 | 1,063 | 915 |
| Software Engineer | 11% | 1,049 | 296 | 266 |
| Data Architect | 5.5% | 532 | 146 | 138 |
| AI Engineer | 4.2% | 408 | 94 | 119 |
| Platform Engineer | 3.6% | 351 | 95 | 119 |
| Data Scientist | 2.4% | 231 | 67 | 54 |

## Which companies started naming GCP Dataflow in job posts recently?

Between April and August 2026, GCP Dataflow appeared for the first time in job posts at 328 companies: 215 commercial, 70 mid-market and 43 enterprise. Among the new enterprise companies, Mattel, Inc. posted the most jobs naming it: 12.

| Group | Company | Job posts, April to August 2026 |
|---|---|---:|
| AI native | [Udio](https://sumble.com/orgs/udiomusic) | 3 |
| AI native | [Condukt](https://sumble.com/orgs/condukt) | 3 |
| AI native | [Auxia](https://sumble.com/orgs/auxia-io) | 1 |
| Commercial | [TRIMANE \| Expert BI et Big Data](https://sumble.com/orgs/trimane) | 6 |
| Commercial | [Holafly](https://sumble.com/orgs/holafly) | 5 |
| Commercial | [Maropost](https://sumble.com/orgs/maropost) | 5 |
| Commercial | [r2p Group](https://sumble.com/orgs/r2p-group) | 5 |
| Commercial | [Nexaminds](https://sumble.com/orgs/nexaminds) | 5 |
| Mid-market | [Hack The Box](https://sumble.com/orgs/hack-the-box) | 6 |
| Mid-market | [Accion Labs](https://sumble.com/orgs/accion-labs) | 4 |
| Mid-market | [Deutsche Telekom Digital Labs](https://sumble.com/orgs/deutsche-telekom-digital-labs) | 4 |
| Mid-market | [Viessmann Climate Solutions](https://sumble.com/orgs/viessmann-climate-solutions) | 3 |
| Mid-market | [McLane Company, Inc.](https://sumble.com/orgs/mclane) | 2 |
| Enterprise | [Mattel, Inc.](https://sumble.com/orgs/mattel) | 12 |
| Enterprise | [Innodata Inc.](https://sumble.com/orgs/innodata) | 8 |
| Enterprise | [Systems Limited](https://sumble.com/orgs/systems) | 4 |
| Enterprise | [Maverick Digital (a Monks company)](https://sumble.com/orgs/maverickdigital) | 4 |
| Enterprise | [Serasa Experian](https://sumble.com/orgs/serasaexperian) | 3 |

Companies that named GCP Dataflow 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.

## What else do GCP Dataflow companies use?

GCP Dataproc, GCP Cloud Composer and GCP Dataplex show up far more often at GCP Dataflow companies than at companies of the same size. GCP BigTable is 32 times as common as usual, at 12%.

| Tool | Companies | Also name it | Typical | Times as common |
|---|---:|---:|---:|---:|
| GCP Dataproc | 1,169 | 28% | 0.63% | 44 times |
| GCP Cloud Composer | 1,066 | 26% | 0.62% | 42 times |
| GCP Dataplex | 331 | 8% | 0.22% | 35 times |
| GCP BigTable | 505 | 12% | 0.38% | 32 times |
| Apache Beam | 946 | 23% | 0.73% | 31 times |
| GCP Spanner | 343 | 8.2% | 0.27% | 31 times |
| Compute Engine | 559 | 13% | 0.44% | 30 times |
| GCP Deployment Manager | 282 | 6.8% | 0.26% | 26 times |

Shares are out of the 4,161 companies whose job posts name GCP Dataflow, not counting firms whose job posts name almost every technology.

## Which project themes come up in GCP Dataflow job posts?

Apart from broad digital transformation work, Data Infrastructure Migration comes up most in job posts naming GCP Dataflow, in 4,076 of them. After that comes Cloud Cost Optimization, with 2,560.

| Project theme | Job posts |
|---|---:|
| Digital Transformation | 7,024 |
| Data Infrastructure Migration | 4,076 |
| Cloud Cost Optimization | 2,560 |
| Cloud Migration | 1,790 |

## 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.