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Thursday, September 12, 2024

Q&A: Fixing the difficulty of stale function flags


As we noticed final week with what occurred on account of a foul replace from CrowdStrike, it’s extra clear than ever that firms releasing software program want a approach to roll again updates if issues go fallacious. 

Within the most up-to-date episode of our podcast, What the Dev?, we spoke with Konrad Niemiec, founder and CEO of the function flagging device, Lekko, to speak concerning the significance of including function flags to your code, but additionally what can go fallacious if flags aren’t correctly maintained.

Right here is an edited and abridged model of that dialog:

David Rubinstein, editor-in-chief of SD Instances: For years we’ve been speaking about function flagging within the context of code experimentation, the place you possibly can launch to a small cohort of individuals. And in the event that they prefer it, you possibly can unfold it out to extra folks, or you possibly can roll it again with out actually doing any injury if it doesn’t work the best way you thought it will. What’s your tackle the entire function flag state of affairs?

Konrad Niemiec, founder and CEO of Lekko: Characteristic flagging is now thought of the mainstream manner of releasing software program options. So it’s positively a apply that we would like folks to proceed doing and proceed evangelizing.  

Once I was at Uber we used a dynamic configuration device referred to as Flipper, and I left Uber to a smaller startup referred to as Sisu, the place we used one of many main function flagging instruments in the marketplace. And once I used that, though it allow us to function flag and it did resolve a bunch of issues for us, we encountered completely different points that resulted in danger and complexity being added to our system. 

So we ended up having a bunch of stale flags littered round our codebase, and issues we wanted to maintain round as a result of the enterprise wanted them. And so we ended up in a state of affairs the place code turned very troublesome to take care of, and it was very onerous to maintain issues clear. And we simply ended up inflicting points left and proper.

DR: What do you imply by a stale flag?

KN: An implementation of a function flag typically appears like an if assertion within the code. It’ll say if function flag is enabled, I’ll do one factor, in any other case, I’ll do the previous model of the code. That is the way it appears like once you’re really including it as an engineer. And what a stale flag will imply is the flag will probably be all the best way on. So that you’ll have totally rolled it out, however you’re leaving that ‘else’ code path in there. So that you mainly have some code that’s just about by no means going to get run, however it’s nonetheless sitting in your binaries. And it nearly turns into this zombie. We wish to name them zombie flags, the place it type of pops up once you least count on them. You assume they’re lifeless, however they arrive again to life.

And this typically occurs in startups which can be attempting to maneuver quick. You need to get options out as quickly as potential so that you don’t have time to have a flag clear replace and undergo and categorize to see in the event you ought to take away all these things from the code. And so they find yourself accumulating and probably inflicting points due to these stale code paths.

DR: What sort of points?

KN: So a straightforward instance is you may have some kind of untested code primarily based on a mix of function flags. Let’s say you may have two function flags which can be in an analogous a part of the code base, so there at the moment are 4 completely different paths. And if one in all them hasn’t been executed shortly, odds are there’s a bug. So one factor that occurred at Sisu was that one in all our largest clients encountered a problem once we mistakenly turned off the fallacious flag. We thought we have been type of rolling again a brand new function for them, however we jumped right into a stale code path, and we ended up inflicting a giant difficulty for that buyer.

DR: Is that one thing that synthetic intelligence might tackle as a approach to undergo the code and recommend eradicating these zombie flags?

KN: With present instruments, it’s a very guide course of. You’re anticipated to only undergo and clear issues up your self. And that is precisely what we’re seeing. We expect that generative AI has a giant position to play right here. Proper now we’re beginning off with easy heuristic approaches in addition to some generative AI approaches to determine hey, what are some actually sophisticated code paths right here? Can we flag these and probably deliver these stale code paths down considerably? Can we outline allowable configurations? 

One thing we see as a giant distinction between dynamic configuration and have flagging itself is you could mix completely different flags or completely different items of dynamic conduct within the code collectively as one outlined configuration. And that manner, you possibly can scale back the variety of potential choices on the market, and completely different code paths that it’s important to fear about. And we expect that AI has an enormous place in enhancing security and lowering the chance of utilizing this sort of tooling.

DR: How broadly adopted is the usage of function flags at this level?

KN: We expect that particularly amongst mid market to massive tech firms, it’s most likely a majority of firms which can be at present utilizing function flagging in some capability. You do discover a good portion of firms constructing their very own. Usually engineers will take it into their very own fingers and construct a system. However typically, once you develop to some stage of complexity, you shortly notice there’s rather a lot concerned in making the system each scalable and likewise work in quite a lot of completely different use circumstances. And there are many issues that find yourself developing on account of this. So we expect it’s a superb portion of firms, however they could not all be utilizing third-party function flagging instruments. Some firms even undergo the entire lifecycle, they begin off with a function flagging device, they rip it out, then they spend vital effort constructing comparable tooling to what Google, Uber, and Fb have, these dynamic configuration instruments.


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