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Which is more popular?
Based on our record, itch.io
seems to be a lot more popular than mlsql.
While we know about 7505 links to itch.io,
we've tracked only 2 mentions of mlsql.
social mentions
2 vs 7,505
Web App popularity
100% vs 0%
alternatives listed
1 vs 240+
Base details
Website, pricing, platforms and company facts side by side.
Indie Focus Itch.io is heavily focused on indie games, providing a platform for lesser-known developers to showcase their projects without being overshadowed by big studios.
Revenue Split Developers can set their own revenue split with itch.io. The default is 10%, which is much lower than the industry standard of 30%.
Customization Developers have a high degree of control over their game's page, including design and layout, which allows for better branding and differentiation.
Community Features The platform includes forums, comment sections, and devlogs that encourage community interaction and feedback.
Alternative Payment Options Itch.io supports pay-what-you-want pricing models, bundles, and donations, giving developers and consumers flexible transactional options.
Open Publishing Anyone can publish their games without going through any approval process, making it easy and quick to get products to market.
Possible disadvantages
Limited Visibility Since the platform is popular among indie developers, it can be challenging for individual games to gain visibility without additional marketing efforts.
Lesser Known Compared to platforms like Steam, itch.io has a smaller user base, which can limit the potential audience for games.
Quality Control The open publishing model means there is less quality control, which can result in a marketplace cluttered with lower-quality games.
Feature Set Itch.io may lack some of the advanced features and tools that bigger platforms offer, such as more robust analytics, achievements, or broader multiplayer support.
Payment Processing Developers are responsible for handling their own payment processing, which can be a hassle compared to other platforms that handle this aspect for you.
Analysis
An editorial look at what each product does well and who it suits.
mlsqlitch.io
Overall verdict
MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.
Why this product is good
It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
Open-source and actively developed, allowing customization and community-driven improvements.
Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
Reduces the need to context-switch between separate ETL, analytics, and ML tools.
Recommended for
Data engineers and data scientists who prefer SQL-centric workflows
Teams working with big data on Apache Spark
Organizations wanting to unify ETL and machine learning pipelines
Companies seeking an open-source alternative to fragmented ML tooling
Analysts looking to build ML models without deep programming expertise
The independent PC gaming platform, equivalent to the eccentric bric-a-brac shop selling obscurities from stuffed animals to crystal skulls. Itch.io is exclusively committed to indie games, and there’s a good chance...
Itch.io has a strange name but a great premise: a place for independent PC game developers to sell their work with a pay-what-you-want model. Some games come with minimum prices, but you can pay more than this amount...
Itch.io is all about the indies. Though most of the games offered on the site and download client are free (thanks to a mobile-style open submission policy), developers can add a price to their games, and many popular...
Social recommendations and mentions
Recommendations tracked on public social media and blogs since March 2021.
mlsql2 mentionsitch.io7505 mentions
Download the files from Docker Container and locally edit them
I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being...
Source:
over 4 years ago
I found this great resource here: https://github.com/paulfitz/mlsql.
Source:
almost 5 years ago
The Adventures of Blink S5e10: Wrapping it All Up
Hey friends! Today on The Adventures of Blink, we wrap up our our Breakout clone - we'll learn how to turn a python script into an executable and then how to post a project to itch.io.
- Source: dev.to
/
8 months ago
Https://kenney.nl/assets has a LOT of public domain assets for use if you just want to experiment with the engine. https://itch.io also has a lot of free assets as well.
- Source: Hacker News
/
9 months ago
Outside of Learning
It was my love for indie games that lead me to itch.io, though I found myself drawn to the solo Tabletop Role-Playing Games published there. This was helped by Dan Qui Dam maintaining The Hermits Club, which is a list of such titles...
- Source: dev.to
/
10 months ago
