Q&A: Fixing the difficulty of stale function flags


As we noticed final week with what occurred because of a nasty replace from CrowdStrike, it’s extra clear than ever that firms releasing software program want a solution to roll again updates if issues go mistaken. 

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 software, Lekko, to speak in regards to the significance of including function flags to your code, but additionally what can go mistaken if flags aren’t correctly maintained.

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

David Rubinstein, editor-in-chief of SD Occasions: 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 individuals, or you possibly can roll it again with out actually doing any harm if it doesn’t work the way in which you thought it could. What’s your tackle the entire function flag scenario?

Konrad Niemiec, founder and CEO of Lekko: Function flagging is now thought of the mainstream manner of releasing software program options. So it’s undoubtedly a observe that we wish individuals to proceed doing and proceed evangelizing.  

After I was at Uber we used a dynamic configuration software 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 available on the market. And after I used that, though it allow us to function flag and it did clear up 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 scenario the place code grew to become very troublesome to keep up, and it was very exhausting 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 to be like 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 to be like like once you’re really including it as an engineer. And what a stale flag will imply is the flag will likely be all the way in which on. So that you’ll have absolutely 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 sort of pops up once you least count on them. You assume they’re useless, however they arrive again to life.

And this typically occurs in startups which might be attempting to maneuver quick. You need to get options out as quickly as doable so that you don’t have time to have a flag clear replace and undergo and categorize to see if you happen to 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 simple instance is you may have some type of untested code based mostly on a mixture of function flags. Let’s say you may have two function flags which might be in the same a part of the code base, so there are actually 4 completely different paths. And if considered one of them hasn’t been executed shortly, odds are there’s a bug. So one factor that occurred at Sisu was that considered one of our largest clients encountered a difficulty once we mistakenly turned off the mistaken flag. We thought we have been sort 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 may tackle as a solution to undergo the code and counsel eradicating these zombie flags?

KN: With present instruments, it’s a very handbook course of. You’re anticipated to only undergo and clear issues up your self. And that is precisely what we’re seeing. We predict that generative AI has a giant function 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 difficult 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 habits within the code collectively as one outlined configuration. And that manner, you possibly can scale back the variety of doable choices on the market, and completely different code paths that you need to fear about. And we expect that AI has an enormous place in bettering security and lowering the chance of utilizing this sort of tooling.

DR: How broadly adopted is using function flags at this level?

KN: We predict that particularly amongst mid market to giant tech firms, it’s in all probability a majority of firms which might be at the moment 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 palms and construct a system. However typically, once you develop to some stage of complexity, you shortly notice there’s so much concerned in making the system each scalable and likewise work in a wide range of completely different use circumstances. And there are many issues that find yourself arising because of this. So we expect it’s a very good portion of firms, however they might not all be utilizing third-party function flagging instruments. Some firms even undergo the entire lifecycle, they begin off with a function flagging software, they rip it out, then they spend vital effort constructing related tooling to what Google, Uber, and Fb have, these dynamic configuration instruments.


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