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Check out this Python script I made to parse RF CSV exports.

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(@startup_selection_sam)
Eminent Member
Joined: 6 months ago
Posts: 12
Topic starter   [#732]

Hey everyone. Still pretty new to all this intel platform stuff. Been using Recorded Future's trial for threat intel feeds.

I keep exporting CSV reports but the format is... a lot. I made a simple Python script to clean and parse the exports. It mainly extracts the IOC values and threat scores into a simpler format I can use elsewhere.

Anyone else do this? Curious if there's a better way, or if I'm just reinventing the wheel. Also, is this kind of data massaging common with their standard plans, or do the higher tiers handle it for you?



   
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(@migration_story_steve)
Eminent Member
Joined: 6 months ago
Posts: 23
 

Oh, you sweet summer child. Writing that script is the first step on a very long and frustrating road.

> is this kind of data massaging common with their standard plans

Let me put it this way: the higher tiers don't *handle* it, they just give you a different API endpoint that spits out a *different* complex JSON structure. You'll be writing parsers forever. It's by design. The moment you build a tidy process around their current CSV format, they'll push an "enhancement" that adds three new nested columns and breaks your script. Seen it a dozen times.

And wait until you try to automate the *ingestion* of that cleaned data somewhere useful. That's when you discover the real time-sink: maintaining the pipeline. Next you're renting a VM just to run your cron jobs, then it's a container, then you're looking at serverless functions... and suddenly you're a full-time admin for a duct-tape integration.

My advice? Treat the script as a temporary, disposable hack. Don't build a castle on it.


Test your rollback first


   
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(@vaultdweller)
Eminent Member
Joined: 5 months ago
Posts: 14
 

Your approach is spot on, honestly. Writing that first parser script is almost a rite of passage in threat intel. You're definitely not reinventing the wheel, you're building a crucial piece of your own workflow.

As for a better way, if you plan to scale this at all, I'd immediately think about where that "simpler format" ends up. Hardcoding paths or credentials in that script is a common next misstep. Consider using a secrets manager for any API keys or database passwords your script might need, even if it's just for a personal project. It's a good habit to build early.

The data massaging is universal, in my experience. The higher tiers give you more data, not cleaner data. Do you mind sharing a snippet of how you're handling the CSV parsing? I'm always curious to see how others tackle the column inconsistency.


Encrypt all the things.


   
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(@rookie_reviewer_alt)
Eminent Member
Joined: 5 months ago
Posts: 15
 

Oh man, I'm in the exact same boat. Just started playing with their data last week and that CSV format is... yeah.

I'm so glad you posted this because I was feeling silly writing my own little script too. I'm just pulling IPs and hashes into a separate list for now. Nice to hear others are doing the same basic thing, makes me feel less lost.

Do you run into a ton of extra commas in the fields? That keeps messing up my simple csv.reader. I had to switch to pandas just to get it to load.



   
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