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Commercial Case / Other / Public Revenue

Spark Playground

It runs PySpark code directly in the browser, with real data engineering interview questions, sample datasets, and tutorials; users can practice and prepare for data engineering roles without installing Spark locally.

Visit official website ↗

THE BUSINESS IN NUMBERS

See the trend, not just the rank

2,4182026-10 · Ending MRR / USD
Historical trend, missing values left blank01.3K2.7K2025-05:202025-06:152025-07:1302025-08:4542025-09:9042025-10:1,2542025-11:1,5672025-12:1,6612026-01:1,7712026-02:2,0352026-03:2,2712026-04:2,6732026-05:2,5022026-06:2,4182026-10:2,4182025-052026-10

Historical monthly records; Oct 2026 may be an incomplete month. MRR does not equal profit. Missing values left blank, negative values shown as recorded.

View period data
PeriodEnding MRR / USD
2025-0520
2025-0615
2025-07130
2025-08454
2025-09904
2025-101,254
2025-111,567
2025-121,661
2026-011,771
2026-022,035
2026-032,271
2026-042,673
2026-052,502
2026-062,418
2026-102,418
01 / PRODUCT & PEOPLE

Who does it serve and what problem does it solve?

An online practice ground focused on a single skill, PySpark: no installation, interview-style questions, and less hassle than a generic problem-grinding site or setting up an environment locally

Target Audience

Job seekers preparing for data engineer / big data interviews who want to practice PySpark, and junior to mid-level data engineers, mainly in India

02 / BUSINESS MODEL

How does it charge?

subscription

There is a Premium subscription; the homepage says the "price is small" but gives no specific amount; Revenue record shows 274 subscriptions and MRR $2,418 (about $8.8 per subscription), and payments go through Paddle

The above describes historical pricing. Check official website for current prices.

03 / ACQUISITION

Where do users come from?

In Traffic estimate 2026-09 the top channel is organic search (41.9%), with direct about 43.6% and referrals about 8.7%; organic search accounts for 93% of search traffic, and the main keywords are 'pyspark practice online', 'pyspark practice questions', 'pyspark playground', and 'spark playground'. Social channels include YouTube, LinkedIn, and Reddit. As early as 2024-09 the founder posted introductions on Reddit's r/dataengineering and r/apachespark, and in 2024-11 published a post on DEV. Existing users return through brand keywords and direct visits (an exam-prep product, so renewals follow the job-hunting cycle; Speculation).

Channel share, initial acquisition, and growth drivers are distinct; correlation does not imply proven causation.

04 / YOUR NEXT QUESTION

What remains to be verified?

The following are research questions, not established market opportunities.

  • What do target users actually pay for? Is there direct user feedback or paid interview evidence?
  • Are these historical prices still active today? What are the conversion, retention, and fulfillment costs?
  • Is the "In Traffic estimate 2026-09 the top channel is organic search (41.9%), with direct about 43.6% and referrals about 8.7%; organic search accounts for 93% of search traffic, and the main keywords are 'pyspark practice online', 'pyspark practice questions', 'pyspark playground', and 'spark playground'. Social channels include YouTube, LinkedIn, and Reddit. As early as 2024-09 the founder posted introductions on Reddit's r/dataengineering and r/apachespark, and in 2024-11 published a post on DEV. Existing users return through brand keywords and direct visits (an exam-prep product, so renewals follow the job-hunting cycle; Speculation)." channel still viable? What resources do indie devs need to test it?
  • Whose needs are competitors failing to meet? Find specific evidence before deciding on your angle.

05 / BUSINESS EVIDENCE

Test stories with numbers

The following signals are used to audit cases, not to automatically validate product success or market opportunities.

2,418Snapshot MRR / USD (non-profit)
934Snapshot 30-day revenue / USD
2026-06-13Metric updated