
FriendlyData
Infer SQL queries from plain-text questions and table headers.

SOCSimulator
Train SOC Skills: Investigate Security Incidents with SIEM

Which is more popular?
Based on our record, mlsql seems to be more popular. It has been mentioned 2 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | github.com | practicesiem.com |
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In their own words, as submitted to SaaSHub.


No description of mlsql yet.
Learn to detect intruders on your Infrastructure. Covers both Linux and Windows investigations.
What each product offers, as listed by its team.


No features have been listed yet.
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of PracticeSIEM yet.
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing mlsql and PracticeSIEM.
PracticeSIEM's answer:
Junior Cyber Security Professionals
PracticeSIEM's answer:
You can practice SIEM online in realistic work scenarios.
Share your experience with using mlsql and PracticeSIEM. For example, how are they different and which one is better?
Recommendations tracked on public social media and blogs since March 2021.


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
Tracking PracticeSIEM since Sep 2026.
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SOCSimulator: SOC analyst training, under real pressure.
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