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Q&A: Fixing the problem of stale characteristic flags


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

Within the most up-to-date episode of our podcast, What the Dev?, we spoke with Konrad Niemiec, founder and CEO of the characteristic flagging software, Lekko, to speak in regards to the significance of including characteristic flags to your code, but in addition what can go improper 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 characteristic flagging within the context of code experimentation, the place you may launch to a small cohort of individuals. And in the event that they prefer it, you may unfold it out to extra folks, or you may roll it again with out actually doing any harm if it doesn’t work the way in which you thought it might. What’s your tackle the entire characteristic flag state of affairs?

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 follow that we wish folks to proceed doing and proceed evangelizing.  

Once I was at Uber we used a dynamic configuration software known as Flipper, and I left Uber to a smaller startup known as Sisu, the place we used one of many main characteristic flagging instruments available on the market. And after I used that, though it allow us to characteristic 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 would have liked 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 keep up, 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 characteristic flag typically seems to be like an if assertion within the code. It’ll say if characteristic flag is enabled, I’ll do one factor, in any other case, I’ll do the outdated model of the code. That is the way it seems to be like if you’re truly including it as an engineer. And what a stale flag will imply is the flag shall 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 principally have some code that’s just about by no means going to get run, however it’s nonetheless sitting in your binaries. And it virtually turns into this zombie. We prefer to name them zombie flags, the place it type of pops up if you least count on them. You assume they’re useless, however they arrive again to life.

And this typically occurs in startups which are attempting to maneuver quick. You wish 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 have got some type of untested code based mostly on a mix of characteristic flags. Let’s say you have got two characteristic flags which are in an analogous a part of the code base, so there at the moment are 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 prospects encountered a difficulty after we mistakenly turned off the improper flag. We thought we have been type of rolling again a brand new characteristic for them, however we jumped right into a stale code path, and we ended up inflicting a giant concern for that buyer.

DR: Is that one thing that synthetic intelligence might tackle as a strategy 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 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 difficult code paths right here? Can we flag these and probably convey 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 can mix completely different flags or completely different items of dynamic habits within the code collectively as one outlined configuration. And that manner, you may scale back the variety of potential choices on the market, and completely different code paths that you need to fear about. And we predict that AI has an enormous place in bettering security and lowering the chance of utilizing this type of tooling.

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

KN: We expect that particularly amongst mid market to giant tech firms, it’s in all probability a majority of firms which are at present utilizing characteristic 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, if you develop to some degree of complexity, you rapidly notice there’s so much 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 arising on account of this. So we predict it’s an excellent portion of firms, however they might not all be utilizing third-party characteristic flagging instruments. Some firms even undergo the entire lifecycle, they begin off with a characteristic flagging software, they rip it out, then they spend important effort constructing related tooling to what Google, Uber, and Fb have, these dynamic configuration instruments.


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