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Cognito","2023-03-24T17:10:27.356Z","2024-11-07T17:56:18.408Z","2024-11-07T17:56:18.431Z",64363,{"_uid":2994,"tags":2658,"title":2988,"content":2995,"summary":3205,"component":2954,"thumbnail":3211,"categories":3215},"09322fd1-f9a2-4d87-a23f-5f7e58f8e8d3",{"type":2996,"content":2997},"doc",[2998,3023,3030,3044,3075,3092,3114,3119,3123,3145,3149,3177,3182,3191],{"type":2999,"content":3000},"paragraph",[3001,3004,3009,3011,3021],{"text":3002,"type":3003},"Another day, another… well, another ","text",{"text":3005,"type":3003,"marks":3006},"few",[3007],{"type":3008},"italic",{"text":3010,"type":3003}," days spent trying to figure out why we couldn’t get some ",{"text":3012,"type":3003,"marks":3013},"AWS Cognito",[3014,3019],{"type":3015,"attrs":3016},"link",{"href":3017,"uuid":2824,"anchor":2824,"custom":3018,"target":2824,"linktype":2667},"https:\u002F\u002Faws.amazon.com\u002Fcognito\u002F",{},{"type":3020},"underline",{"text":3022,"type":3003}," functionality working. After much weeping and gnashing of teeth, we finally got it. And, because AWS’s docs are woefully lacking in this particular area, we wanted to blog it if only to help ourselves when we inevitably forget the solution and head to Google to figure it out in the future 🙂",{"type":3024,"attrs":3025,"content":3027},"heading",{"level":3026},2,[3028],{"text":3029,"type":3003},"The Goal: Using both migration and pre-signup triggers in the same User Pool",{"type":2999,"content":3031},[3032,3034,3042],{"text":3033,"type":3003},"We’ve been working on a new admin for a while, and part of what we’re changing is how we’re handling authentication. Rather than building our own social sign-in and MFA handling, we decided to use Cognito to do the heavy lifting. In order to make this as seamless as possible for our users, we set out to use ",{"text":3035,"type":3003,"marks":3036},"Cognito’s migration trigger",[3037,3041],{"type":3015,"attrs":3038},{"href":3039,"uuid":2824,"anchor":2824,"custom":3040,"target":2824,"linktype":2667},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fcognito\u002Flatest\u002Fdeveloperguide\u002Fuser-pool-lambda-migrate-user.html",{},{"type":3020},{"text":3043,"type":3003},", which works like this:",{"type":3045,"attrs":3046,"content":3049},"ordered_list",{"order":3047},{"order":3048},1,[3050,3057,3063,3069],{"type":3051,"content":3052},"list_item",[3053],{"type":2999,"content":3054},[3055],{"text":3056,"type":3003},"User attempts to login.",{"type":3051,"content":3058},[3059],{"type":2999,"content":3060},[3061],{"text":3062,"type":3003},"User doesn’t exist in Cognito’s user pool. Before erroring, Cognito triggers a migration Lambda.",{"type":3051,"content":3064},[3065],{"type":2999,"content":3066},[3067],{"text":3068,"type":3003},"Our lambda checks against our own user database. If the password entered matches what we have on our end (or rather, the hash of what we have), the function returns the new user.",{"type":3051,"content":3070},[3071],{"type":2999,"content":3072},[3073],{"text":3074,"type":3003},"Cognito creates the user and logs the user in.",{"type":2999,"content":3076},[3077,3079,3083,3085,3090],{"text":3078,"type":3003},"That works fine by itself, but we also want to prevent ",{"text":3080,"type":3003,"marks":3081},"new",[3082],{"type":3008},{"text":3084,"type":3003}," users from signing up to Cognito with an already-existing email address. So we have a ",{"text":3086,"type":3003,"marks":3087},"pre-sign-up",[3088],{"type":3089},"code",{"text":3091,"type":3003}," trigger. That looks like this:",{"type":3045,"attrs":3093,"content":3095},{"order":3094},{"order":3048},[3096,3102,3108],{"type":3051,"content":3097},[3098],{"type":2999,"content":3099},[3100],{"text":3101,"type":3003},"User attempts to sign up.",{"type":3051,"content":3103},[3104],{"type":2999,"content":3105},[3106],{"text":3107,"type":3003},"Our custom lambda runs, and does a super quick check to see if their desired email already exists. If so, it returns an error and Cognito returns an error to the user.",{"type":3051,"content":3109},[3110],{"type":2999,"content":3111},[3112],{"text":3113,"type":3003},"Else the user is created in Cognito.",{"type":3024,"attrs":3115,"content":3116},{"level":3026},[3117],{"text":3118,"type":3003},"The Problem: Pre-Signup triggers after Migration",{"type":2999,"content":3120},[3121],{"text":3122,"type":3003},"Each of those triggers above works well by themselves. But when they’re both on the same user pool, here’s what happens:",{"type":3045,"attrs":3124,"content":3126},{"order":3125},{"order":3048},[3127,3133,3139],{"type":3051,"content":3128},[3129],{"type":2999,"content":3130},[3131],{"text":3132,"type":3003},"The migration flow (above) happens.",{"type":3051,"content":3134},[3135],{"type":2999,"content":3136},[3137],{"text":3138,"type":3003},"The pre-signup flow (above) then happens.",{"type":3051,"content":3140},[3141],{"type":2999,"content":3142},[3143],{"text":3144,"type":3003},"ERROR! The user’s email that we want to migrate exists already, so the pre-signup flow returns an error.",{"type":2999,"content":3146},[3147],{"text":3148,"type":3003},"Even worse (and the reason we’re blogging this) is that, even though the migration flow looks like it works perfectly, the user isn’t actually created because the next step errors.",{"type":2999,"content":3150},[3151,3153,3157,3159,3163,3165,3169,3171,3175],{"text":3152,"type":3003},"And compounding all this is the chained behaviour of the triggers isn’t documented anywhere we can find. The ",{"text":3154,"type":3003,"marks":3155},"triggerSource",[3156],{"type":3089},{"text":3158,"type":3003}," in the event passed to the lambda is also unclear: ",{"text":3160,"type":3003,"marks":3161},"PreSignUp_SignUp",[3162],{"type":3089},{"text":3164,"type":3003}," for “normal” signups, and ",{"text":3166,"type":3003,"marks":3167},"PreSignUp_AdminCreateUser",[3168],{"type":3089},{"text":3170,"type":3003},"for when the signup trigger happens after a migration (",{"text":3172,"type":3003,"marks":3173},"UserMigration_Authentication",[3174],{"type":3089},{"text":3176,"type":3003},").",{"type":3024,"attrs":3178,"content":3179},{"level":3026},[3180],{"text":3181,"type":3003},"So… ?",{"type":2999,"content":3183},[3184,3186,3189],{"text":3185,"type":3003},"For now, we’re keying off the ",{"text":3154,"type":3003,"marks":3187},[3188],{"type":3089},{"text":3190,"type":3003}," values, but better documentation from AWS would be better.",{"type":2999,"content":3192},[3193,3195,3203],{"text":3194,"type":3003},"The only other mention of this issue is from ",{"text":3196,"type":3003,"marks":3197},"a comment in AWS’s forum 5 years ago",[3198,3202],{"type":3015,"attrs":3199},{"href":3200,"uuid":2824,"anchor":2824,"custom":3201,"target":2824,"linktype":2667},"https:\u002F\u002Frepost.aws\u002Fquestions\u002FQUdn0b7UR1TtSH0wgAWeBYDA\u002Fcognito-user-migration-exception-exception-migrating-user-in-app-client#ANPS9n-3k0S-OpCdpwQi3hng",{},{"type":3020},{"text":3204,"type":3003},". We’ve contacted AWS’s support, so hopefully they improve the documentation. In the meantime, if you’ve stumbled on this page trying to figure out why you’re getting migration errors, make sure you check out your pre-signup event 🙂",{"type":2996,"content":3206},[3207],{"type":2999,"content":3208},[3209],{"text":3210,"type":3003},"Getting migration errors? We may have the solution for you.",{"id":3212,"alt":2658,"name":2658,"focus":2658,"title":2658,"source":2658,"filename":3213,"copyright":2658,"fieldtype":2660,"meta_data":3214,"is_external_url":2700},57746,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Fbea2ceb15c\u002Faws-1.jpg",{},[3216],{"name":2968,"created_at":2969,"published_at":2970,"updated_at":2971,"id":2972,"uuid":1813,"content":3217,"slug":2976,"full_slug":2977,"sort_by_date":2824,"position":2978,"tag_list":3218,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":2981,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":3219,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":2974,"name":2968,"component":2975,"description":2658},[],[],"using-migration-and-pre-signup-triggers-with-aws-cognito","blog\u002Fposts\u002Fusing-migration-and-pre-signup-triggers-with-aws-cognito",1980,[],3267,"9b8d8fca-135f-40b2-843c-27dc30e543bc","2023-01-26T11:37:37.000Z",[],{"name":3229,"created_at":3230,"published_at":3231,"updated_at":3232,"id":3233,"uuid":1960,"content":3234,"slug":3942,"full_slug":3943,"sort_by_date":2824,"position":3944,"tag_list":3945,"is_startpage":2700,"parent_id":3224,"meta_data":2824,"group_id":3946,"first_published_at":3947,"release_id":2824,"lang":2830,"path":2824,"alternates":3948,"default_full_slug":2824,"translated_slugs":2824},"CloudFront vs Cloudflare, and how to reduce response times for both by ~35%+","2023-03-24T17:10:34.398Z","2024-12-10T19:12:33.784Z","2024-12-10T19:12:33.812Z",64372,{"_uid":3235,"tags":2658,"title":3229,"content":3236,"summary":3915,"component":2954,"thumbnail":3921,"categories":3925},"9fbfea68-1907-4b78-92a2-1bf9d23387a2",{"type":2996,"content":3237},[3238,3256,3277,3279,3283,3287,3291,3296,3322,3328,3333,3337,3353,3368,3372,3376,3387,3399,3403,3415,3419,3428,3436,3440,3444,3453,3457,3467,3471,3475,3482,3492,3496,3501,3511,3546,3550,3557,3569,3579,3589,3599,3604,3608,3640,3646,3650,3651,3657,3661,3665,3672,3676,3681,3704,3711,3723,3727,3732,3736,3902,3907,3911],{"type":2999,"content":3239},[3240,3245,3247,3254],{"text":3241,"type":3003,"marks":3242},"PREFACE:",[3243],{"type":3244},"bold",{"text":3246,"type":3003}," We like to provide a bit of background on our blog posts, but if you want, you can skip ahead to the ",{"text":3248,"type":3003,"marks":3249},"CloudFront v. Cloudflare response times",[3250],{"type":3015,"attrs":3251},{"href":3252,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"#cloudfront_vs_cloudflare","_self",{"text":3255,"type":3003},".",{"type":2999,"content":3257},[3258,3260,3264,3266,3270,3272,3276],{"text":3259,"type":3003},"💡 Also, important to note: For the purposes of this post, we’re ",{"text":3261,"type":3003,"marks":3262},"only",[3263],{"type":3008},{"text":3265,"type":3003}," talking about our ",{"text":3267,"type":3003,"marks":3268},"API",[3269],{"type":3244},{"text":3271,"type":3003},", which is ",{"text":3273,"type":3003,"marks":3274},"entirely non-cacheable",[3275],{"type":3008},{"text":3255,"type":3003},{"type":3278},"horizontal_rule",{"type":2999,"content":3280},[3281],{"text":3282,"type":3003},"As a “mature” SaaS that went live in 2007, we’ve been around long enough to have used a variety of services over the past decade and a half. Over the years, we’ve gone from a single manually-configured bare metal server to a nice and tidy, Terraform-managed AWS infrastructure with all the fixin’s. We’ve added additional programming languages, serverless systems, micro-services, and more. We’ve seen SSL certs go from costly luxury items to automatically and freely provisioned.",{"type":2999,"content":3284},[3285],{"text":3286,"type":3003},"Oh, and remember IE6? Because we do! (Or at least those of us that have at least a few gray hairs, some of which surely were caused by IE6.)",{"type":2999,"content":3288},[3289],{"text":3290,"type":3003},"So much progress, both for us at Foxy, and for the internet at large. Truly amazing stuff.",{"type":3024,"attrs":3292,"content":3293},{"level":3026},[3294],{"text":3295,"type":3003},"CloudFront & Illusions of Perfection",{"type":2999,"content":3297},[3298,3300,3306,3308,3314,3316,3320],{"text":3299,"type":3003},"But with all that change, it’s sometimes easy to think we’ve arrived at the ultimate solution. In our case, we’ve felt that way about ",{"text":3301,"type":3003,"marks":3302},"Route53",[3303],{"type":3015,"attrs":3304},{"href":3305,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Faws.amazon.com\u002Froute53\u002F",{"text":3307,"type":3003}," (AWS’s DNS) and ",{"text":3309,"type":3003,"marks":3310},"CloudFront",[3311],{"type":3015,"attrs":3312},{"href":3313,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Faws.amazon.com\u002Fcloudfront\u002F",{"text":3315,"type":3003}," (AWS’s CDN). Route53 works well and is nice and easy to automate via Terraform and CloudFormation. CloudFront gets us a fantastically powerful and fast CDN to serve traffic globally. Yes, other CDNs exist, but why bother? Surely nobody could really do ",{"text":3317,"type":3003,"marks":3318},"that",[3319],{"type":3008},{"text":3321,"type":3003}," much better than AWS, with its near-unlimited resources, right?",{"type":2999,"content":3323},[3324],{"text":3325,"type":3003,"marks":3326},"Well…",[3327],{"type":3008},{"type":3024,"attrs":3329,"content":3330},{"level":3026},[3331],{"text":3332,"type":3003},"Cracks in the Façade",{"type":2999,"content":3334},[3335],{"text":3336,"type":3003},"A few months ago we started working with a company operating in Singapore and Hong Kong that’s using Foxy to expand their online services in the grocery and restaurant industries. Foxy was a perfect fit, but they were finding our API far too slow to meet their needs.",{"type":2999,"content":3338},[3339,3341,3345,3347,3351],{"text":3340,"type":3003},"Which was weird, because when we moved to CloudFront a number of years ago, we tested response times from locations around the world, and our testing showed CloudFront absolutely ",{"text":3342,"type":3003,"marks":3343},"destroying",[3344],{"type":3008},{"text":3346,"type":3003}," the other options in Asia-Pacific. So we figured CloudFront -> load balancers in us-east-1 was as good as things could get. Surely local traffic to any CloudFront PoP (Point of Presence) should have ",{"text":3348,"type":3003,"marks":3349},"the fastest possible",[3350],{"type":3008},{"text":3352,"type":3003}," traffic to servers in AWS US-East-1. Yes?",{"type":2999,"content":3354},[3355,3357,3361,3363,3367],{"text":3356,"type":3003},"Apparently not. Our user was indeed seeing ",{"text":3358,"type":3003,"marks":3359},"really",[3360],{"type":3008},{"text":3362,"type":3003}," slow API responses from Singapore. Well over a second, at the fastest. Definitely ",{"text":3364,"type":3003,"marks":3365},"too slow",[3366],{"type":3008},{"text":3255,"type":3003},{"type":2999,"content":3369},[3370],{"text":3371,"type":3003},"Since we’ve recently fallen in love with Terraform, and since Cloudflare could be added to our Terraform setup, we figured it testing our Cloudflare was worth a shot. Our previous concerns with mixing cloud providers primarily had to do with difficulties keeping things fully automated, but Terraform is a game changer in that regard.",{"type":2999,"content":3373},[3374],{"text":3375,"type":3003},"So an hour or two later, we had Cloudflare added to a dev environment provisioned by Terraform, duplicating our Route53 DNS and sending traffic to our load balancer in us-east-1.",{"type":3024,"attrs":3377,"content":3378},{"level":3026},[3379,3381,3385],{"text":3380,"type":3003},"First Impressions: Cloudflare is ",{"text":3382,"type":3003,"marks":3383},"REALLY",[3384],{"type":3008},{"text":3386,"type":3003}," Impressive",{"type":2999,"content":3388},[3389,3391,3397],{"text":3390,"type":3003},"First we’ll outline how we tested. We used ",{"text":3392,"type":3003,"marks":3393},"Zoho’s Site24x7",[3394],{"type":3015,"attrs":3395},{"href":3396,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fwww.site24x7.com\u002F",{"text":3398,"type":3003}," to set up some basic monitors that made GET requests to our API, which has no caching, and responds with JSON. Good enough for our purposes.",{"type":2999,"content":3400},[3401],{"text":3402,"type":3003},"What we’re calling “CloudFront” is CloudFront -> ALB (Application Load Balancer) in us-east-1 -> ECS Fargate. What we’re calling “Cloudflare” is Cloudflare -> ALB -> ECS Fargate.",{"type":2999,"content":3404},[3405,3407,3413],{"text":3406,"type":3003},"For our initial testing, we enabled ",{"text":3408,"type":3003,"marks":3409},"Cloudflare’s Argo Smart Routing",[3410],{"type":3015,"attrs":3411},{"href":3412,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fwww.cloudflare.com\u002Fproducts\u002Fargo-smart-routing\u002F",{"text":3414,"type":3003},", thinking that’d be a fair fight.",{"type":2999,"content":3416},[3417],{"text":3418,"type":3003},"It was not.",{"type":2999,"content":3420},[3421,3423,3426],{"text":3422,"type":3003},"So what did our tests show? In short, Cloudflare somehow manages to beat CloudFront (sometimes by silly margins), but ",{"text":3261,"type":3003,"marks":3424},[3425],{"type":3008},{"text":3427,"type":3003}," with their Argo smart routing enabled. Here are some comparisons for various locations in APAC.",{"type":2999,"content":3429},[3430],{"type":3431,"attrs":3432},"image",{"id":3433,"alt":2658,"src":3434,"title":2658,"source":2658,"copyright":2658,"meta_data":3435},57790,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Fd23e282d29\u002Fcloudflare-with-argo-vs-cloudfront-2.png",{},{"type":2999,"content":3437},[3438],{"text":3439,"type":3003},"Cloudflare on the left. CloudFront on the right.",{"type":2999,"content":3441},[3442],{"text":3443,"type":3003},"Let’s break that down by location, with average response times (over a 7 day period, tested from all locations every 15 minutes) in milliseconds:",{"type":3445,"attrs":3446},"blok",{"id":3447,"body":3448},"5c288553-0ca3-4f5e-a30e-a88f679ca312",[3449],{"_uid":3450,"body":3451,"component":3452},"i-543aad09-da99-4b44-99c2-c26ad6f5b88e","| Location | Cloudflare | CloudFront |\n|------------|------------|------------|\n| Sydney     | 423        | 689        |\n| Singapore  | 550        | 1319       |\n| Hong Kong  | 468        | 857        |\n| Mumbai     | 691        | 1012       |\n| Tokyo      | 654        | 942        |\n| Dubai      | 747        | 1199       |\n| Seoul      | 451        | 785        |\n| Manila     | 779        | 1161       |","global___markdown",{"type":2999,"content":3454},[3455],{"text":3456,"type":3003},"Average response times in ms",{"type":2999,"content":3458},[3459,3461,3465],{"text":3460,"type":3003},"Those results are impressive, to put it mildly. Almost 40% faster, on average, with Singapore showing a 50%+ reduction in pageloads. We know Cloudflare likes to talk about how great they are, but ",{"text":3462,"type":3003,"marks":3463},"everybody",[3464],{"type":3008},{"text":3466,"type":3003}," claims they’re the best and the fastest, so we really didn’t expect this.",{"type":2999,"content":3468},[3469],{"text":3470,"type":3003},"That said, this test was with Cloudflare’s Argo Smart Routing enabled. It sounds cool, but it’s an additional cost. Is it really doing anything, or is it just marketing fluff?",{"type":2999,"content":3472},[3473],{"text":3474,"type":3003},"Easy answer: Argo is absolutely doing something. We don’t need to annotate this graph to show where it was disabled:",{"type":2999,"content":3476},[3477],{"type":3431,"attrs":3478},{"id":3479,"alt":2658,"src":3480,"title":2658,"source":2658,"copyright":2658,"meta_data":3481},57735,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Ff4634cd3f4\u002Fcloudflare-without-argo.png",{},{"type":2999,"content":3483},[3484,3486,3490],{"text":3485,"type":3003},"With Argo disabled, Cloudflare was immediately ",{"text":3487,"type":3003,"marks":3488},"slower",[3489],{"type":3008},{"text":3491,"type":3003}," than CloudFront, by ~10%-20%. (We’ll get into those numbers later.)",{"type":2999,"content":3493},[3494],{"text":3495,"type":3003},"So at this point, it looked like CloudFront was just not good, to put it mildly.",{"type":3024,"attrs":3497,"content":3498},{"level":3026},[3499],{"text":3500,"type":3003},"But wait… CloudFront’s Origin Shield to the Rescue?",{"type":2999,"content":3502},[3503,3505,3509],{"text":3504,"type":3003},"We were actually all ready to switch one of our domains over to Cloudflare, but we were still in disbelief that CloudFront was so ",{"text":3506,"type":3003,"marks":3507},"bad",[3508],{"type":3008},{"text":3510,"type":3003},", so we reached out to our friendly AWS rep. He got us a meeting with a CloudFront expert on their end, who mentioned a few things:",{"type":3512,"content":3513},"bullet_list",[3514,3528,3534],{"type":3051,"content":3515},[3516],{"type":2999,"content":3517},[3518,3520,3526],{"text":3519,"type":3003},"Cloudflare’s Argo is more comparable to ",{"text":3521,"type":3003,"marks":3522},"AWS’s Global Accelerator",[3523],{"type":3015,"attrs":3524},{"href":3525,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Faws.amazon.com\u002Fglobal-accelerator\u002F",{"text":3527,"type":3003},". (This won’t actually work for us for a few reasons, mostly because of how we do so many different domains + SSL, so this was a non-starter. For our purposes, Cloudflare to CloudFront is a more reasonable comparison.)",{"type":3051,"content":3529},[3530],{"type":2999,"content":3531},[3532],{"text":3533,"type":3003},"Increasing the CloudFront origin keep-alive might help, especially when traffic will keep connections from CloudFront to the origin open. Good to note.",{"type":3051,"content":3535},[3536],{"type":2999,"content":3537},[3538,3544],{"text":3539,"type":3003,"marks":3540},"CloudFront’s Origin Shield",[3541],{"type":3015,"attrs":3542},{"href":3543,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2020\u002F10\u002Fannouncing-amazon-cloudfront-origin-shield\u002F#:~:text=Amazon%20CloudFront%20announces%20Origin%20Shield,to%20your%20origin%20per%20object.",{"text":3545,"type":3003}," might help.",{"type":2999,"content":3547},[3548],{"text":3549,"type":3003},"That last one was a surprise. According to AWS’s description of Origin Shield… it doesn’t make sense that it’d improve performance for a non-cacheable API:",{"type":3551,"content":3552},"blockquote",[3553],{"type":2999,"content":3554},[3555],{"text":3556,"type":3003},"Amazon CloudFront announces Origin Shield, a centralized caching layer that helps increase your cache hit ratio to reduce the load on your origin.",{"type":2999,"content":3558},[3559,3561,3567],{"text":3560,"type":3003},"For an API that’s never cacheable, why on earth would this help? Because nestled at the bottom of the ",{"text":3562,"type":3003,"marks":3563},"Origin Shield Developer Guide",[3564],{"type":3015,"attrs":3565},{"href":3566,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fdocs.aws.amazon.com\u002FAmazonCloudFront\u002Flatest\u002FDeveloperGuide\u002Forigin-shield.html",{"text":3568,"type":3003}," is this nugget:",{"type":3551,"content":3570},[3571],{"type":2999,"content":3572},[3573,3575,3577],{"text":3574,"type":3003},"**Better network performance",{"type":3576},"hard_break",{"text":3578,"type":3003},"**When you enable Origin Shield […] you can get better network performance. For origins in an AWS Region, CloudFront network traffic remains on the high throughput CloudFront network all the way to your origin.",{"type":2999,"content":3580},[3581,3583,3587],{"text":3582,"type":3003},"Still though… how much could it help, right? ",{"text":3584,"type":3003,"marks":3585},"Surely",[3586],{"type":3008},{"text":3588,"type":3003}," if AWS was sitting on some magic functionality that made things 20-50% faster, they wouldn’t bury that lede.",{"type":2999,"content":3590},[3591,3593,3597],{"text":3592,"type":3003},"We weren’t expecting much, but turns out it brings CloudFront’s performance ",{"text":3594,"type":3003,"marks":3595},"about even with Cloudflare with Argo enabled",[3596],{"type":3008},{"text":3598,"type":3003},". Because of course it does. And because why not, I guess. It’s the year 2021 and nothing makes sense anymore.",{"type":3024,"attrs":3600,"content":3601},{"level":3026},[3602],{"text":3603,"type":3003},"TL;DR: Turn on Argo or Origin Shield!",{"type":2999,"content":3605},[3606],{"text":3607,"type":3003},"So, in summary:",{"type":3512,"content":3609},[3610,3620,3630],{"type":3051,"content":3611},[3612],{"type":2999,"content":3613},[3614,3618],{"text":3615,"type":3003,"marks":3616},"Turn on Origin Shield",[3617],{"type":3244},{"text":3619,"type":3003}," if you use CloudFront and care about response times, even for dynamic \u002F uncacheable content.",{"type":3051,"content":3621},[3622],{"type":2999,"content":3623},[3624,3628],{"text":3625,"type":3003,"marks":3626},"Turn on Argo",[3627],{"type":3244},{"text":3629,"type":3003}," if you use Cloudflare and care about response times.",{"type":3051,"content":3631},[3632],{"type":2999,"content":3633},[3634,3638],{"text":3635,"type":3003,"marks":3636},"Talk to your AWS rep",[3637],{"type":3244},{"text":3639,"type":3003}," if you’re seeing another service just absolutely destroy the comparable AWS service. Maybe there’s a magic switch that you’d never assume actually solves the problem 🙂",{"type":3024,"attrs":3641,"content":3643},{"level":3642},3,[3644],{"text":3645,"type":3003},"Average Response Times Globally",{"type":2999,"content":3647},[3648],{"text":3649,"type":3003},"The following table shows average response times in milliseconds (again, over a 7 day window, tested every 15 minutes). Lower numbers are better.",{"type":2999},{"type":3445,"attrs":3652},{"id":3447,"body":3653},[3654],{"_uid":3655,"body":3656,"component":3452},"i-9f8980bd-5a1d-4cb7-82e3-28b80645ee44","| Location     | Cloudflare | CloudFront | Cloudflare + Argo | CloudFront + Origin Shield |\n|--------------|------------|------------|--------------------|----------------------------|\n| Virginia     | 99         | 112        | 96                | 144                        |\n| Houston      | 325        | 296        | 273               | 201                        |\n| Los Angeles  | 427        | 423        | 304               | 200                        |\n| Paris        | 499        | 401        | 261               | 214                        |\n| London       | 519        | 443        | 304               | 200                        |\n| Mexico City  | 647        | 757        | 640               | 769                        |\n| Sydney       | 1093       | 963        | 534               | 427                        |\n| Singapore    | 1208       | 1220       | 659               | 662                        |\n",{"type":2999,"content":3658},[3659],{"text":3660,"type":3003},"Response times in ms.",{"type":2999,"content":3662},[3663],{"text":3664,"type":3003},"And that data graphed…",{"type":2999,"content":3666},[3667],{"type":3431,"attrs":3668},{"id":3669,"alt":2658,"src":3670,"title":2658,"source":2658,"copyright":2658,"meta_data":3671},57819,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Fdb7be70659\u002Fscreen-shot-2021-11-08-at-10-48-40-pm-1024x553.png",{},{"type":2999,"content":3673},[3674],{"text":3675,"type":3003},"Response times from Virginia are a bit weird, as is Mexico City, but the clear average is a significant reduction of response times.",{"type":3024,"attrs":3677,"content":3678},{"level":3642},[3679],{"text":3680,"type":3003},"Data From Our Production API",{"type":2999,"content":3682},[3683,3685,3691,3693,3697,3699,3702],{"text":3684,"type":3003},"The results were so encouraging that we turned on Origin Shield for our production API’s CloudFront distro. (All the other data we’ve shown is for a staging environment.) Using ",{"text":3686,"type":3003,"marks":3687},"AWS Athena",[3688],{"type":3015,"attrs":3689},{"href":3690,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fsolving-cloudfront-mysteries-with-aws-athena\u002F",{"text":3692,"type":3003},", we were able to average the hourly ",{"text":3694,"type":3003,"marks":3695},"time_taken",[3696],{"type":3089},{"text":3698,"type":3003}," values for ",{"text":2939,"type":3003,"marks":3700},[3701],{"type":3008},{"text":3703,"type":3003}," traffic, globally. We don’t need to annotate where on the graph Origin Shield was enabled:",{"type":2999,"content":3705},[3706],{"type":3431,"attrs":3707},{"id":3708,"alt":2658,"src":3709,"title":2658,"source":2658,"copyright":2658,"meta_data":3710},57740,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002F4abb063d69\u002Fcloudfront-time_taken-hourly-average-1024x634.png",{},{"type":2999,"content":3712},[3713,3715,3721],{"text":3714,"type":3003},"The data for this graph was obtained from ",{"text":3716,"type":3003,"marks":3717},"AWS Athena querying CloudFront logs",[3718],{"type":3015,"attrs":3719},{"href":3720,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fdocs.aws.amazon.com\u002Fathena\u002Flatest\u002Fug\u002Fcloudfront-logs.html",{"text":3722,"type":3003},", which is pretty slick.",{"type":2999,"content":3724},[3725],{"text":3726,"type":3003},"The average went from 0.1419s to 0.0932s. That’s a ~34% reduction in request time for our production API, on average, for all requests globally (as seen by CloudFront, so excluding DNS and connection times). All from just flipping on a Origin Shield.",{"type":3024,"attrs":3728,"content":3729},{"level":3026},[3730],{"text":3731,"type":3003},"Is this truly an 🍎 to 🍏 comparison?",{"type":2999,"content":3733},[3734],{"text":3735,"type":3003},"Sorta. Sorta not:",{"type":3512,"content":3737},[3738,3760,3781,3824,3855,3882,3892],{"type":3051,"content":3739},[3740],{"type":2999,"content":3741},[3742,3746,3748,3752,3754,3758],{"text":3743,"type":3003,"marks":3744},"We’re only testing our API here.",[3745],{"type":3244},{"text":3747,"type":3003}," Cloudflare has a ",{"text":3749,"type":3003,"marks":3750},"lot",[3751],{"type":3008},{"text":3753,"type":3003}," of really slick things they can do for more “normal” website traffic (like image optimization, js optimization, etc.). Our assumption is that, for a public-facing marketing site, Cloudflare is probably ",{"text":3755,"type":3003,"marks":3756},"much",[3757],{"type":3008},{"text":3759,"type":3003}," better.",{"type":3051,"content":3761},[3762],{"type":2999,"content":3763},[3764,3768,3770,3774,3776,3779],{"text":3765,"type":3003,"marks":3766},"The WAF (Web Application Firewall).",[3767],{"type":3244},{"text":3769,"type":3003}," Cloudflare’s WAF is almost undeniably “better” by most of the metrics ",{"text":3771,"type":3003,"marks":3772},"most",[3773],{"type":3008},{"text":3775,"type":3003}," people care about (like “set it and forget it”). AWS’s WAF is sorta “build what you want”, and we have some neat Lambda-powered automations for our specific use cases. But even for us, is that ",{"text":3358,"type":3003,"marks":3777},[3778],{"type":3008},{"text":3780,"type":3003}," what we want?",{"type":3051,"content":3782},[3783,3798],{"type":2999,"content":3784},[3785,3789,3794],{"text":3786,"type":3003,"marks":3787},"Pricing is ",[3788],{"type":3244},{"text":3790,"type":3003,"marks":3791},"very",[3792,3793],{"type":3244},{"type":3008},{"text":3795,"type":3003,"marks":3796}," different.",[3797],{"type":3244},{"type":3512,"content":3799},[3800,3806,3818],{"type":3051,"content":3801},[3802],{"type":2999,"content":3803},[3804],{"text":3805,"type":3003},"Cloudflare’s bandwidth is free, but Argo is 10¢\u002FGB. CloudFront’s is ~8¢\u002FGB, but Origin Shield is 0.75¢ per 10k requests (for US origins). Let’s call this about even, assuming you care about the fastest response times.",{"type":3051,"content":3807},[3808],{"type":2999,"content":3809},[3810,3812,3816],{"text":3811,"type":3003},"Cloudflare’s WAF is free, but CloudFront’s WAF definitely isn’t. AWS WAF costs can add up, especially if you get hit by bots ",{"text":3813,"type":3003,"marks":3814},"constantly",[3815],{"type":3008},{"text":3817,"type":3003}," like we do. (We pay hundreds of dollars a month just for traffic we rate-limit.) Note that if the AWS WAF blocks a request, you don’t pay for Origin Shield, which makes sense. (We’re not sure about Cloudflare’s WAF as it relates to Argo pricing.)",{"type":3051,"content":3819},[3820],{"type":2999,"content":3821},[3822],{"text":3823,"type":3003},"Cloudflare Workers and Lambda@Edge pricing scales a bit differently, but these costs tend to be negligible compared to the other costs (in our experience, at least).",{"type":3051,"content":3825},[3826],{"type":2999,"content":3827},[3828,3832,3836,3839,3841,3847,3849,3853],{"text":3829,"type":3003,"marks":3830},"SSL for multiple domains is ",[3831],{"type":3244},{"text":3790,"type":3003,"marks":3833},[3834,3835],{"type":3244},{"type":3008},{"text":3795,"type":3003,"marks":3837},[3838],{"type":3244},{"text":3840,"type":3003}," Though Cloudflare just recently made their “",{"text":3842,"type":3003,"marks":3843},"SSL for SaaS",[3844],{"type":3015,"attrs":3845},{"href":3846,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fdevelopers.cloudflare.com\u002Fssl\u002Fssl-for-saas",{"text":3848,"type":3003},"” publicly available (instead of enterprise-only), it’s $2\u002Fmo\u002Fdomain. CloudFront + ACM is ",{"text":3850,"type":3003,"marks":3851},"free",[3852],{"type":3008},{"text":3854,"type":3003},". If you’ve just got one domain, great, but if you’re a SaaS that allows custom domains like we do, this pushes Cloudflare from “we could probably save some money!” to “wow… even if we save all of what we’re paying for bandwidth and WAF, it’d still cost us a lot :(“.",{"type":3051,"content":3856},[3857],{"type":2999,"content":3858},[3859,3863,3870,3874,3876,3880],{"text":3860,"type":3003,"marks":3861},"Cloudflare is supposedly faster for ",[3862],{"type":3244},{"text":3864,"type":3003,"marks":3865},"Enterprise Plan",[3866,3869],{"type":3015,"attrs":3867},{"href":3868,"uuid":2824,"anchor":2824,"target":3253,"linktype":2667},"https:\u002F\u002Fwww.cloudflare.com\u002Fplans\u002Fenterprise\u002F",{"type":3244},{"text":3871,"type":3003,"marks":3872}," users.",[3873],{"type":3244},{"text":3875,"type":3003}," We don’t know if the “network prioritization” would make a significant difference. And though we understand withholding features based on tiers, we prefer AWS’s ",{"text":3877,"type":3003,"marks":3878},"a la carte",[3879],{"type":3008},{"text":3881,"type":3003}," pricing. Certainly feels more like we can get the best they offer without arbitrary pricing tiers.",{"type":3051,"content":3883},[3884],{"type":2999,"content":3885},[3886,3890],{"text":3887,"type":3003,"marks":3888},"Testing more frequent requests may have changed things.",[3889],{"type":3244},{"text":3891,"type":3003}," Because of the way CloudFront and Cloudflare connect to origins, and keep connections open, if we tested multiple requests per minute (or second), we may have seen different values.",{"type":3051,"content":3893},[3894],{"type":2999,"content":3895},[3896,3900],{"text":3897,"type":3003,"marks":3898},"Terraform (mostly) works great with both.",[3899],{"type":3244},{"text":3901,"type":3003}," If we did want to go with Cloudflare, Terraform makes going multi-cloud just beautifully manageable. So that’s nice 🙂",{"type":3024,"attrs":3903,"content":3904},{"level":3026},[3905],{"text":3906,"type":3003},"A Final Note",{"type":2999,"content":3908},[3909],{"text":3910,"type":3003},"If you’ve made it this far, we hope this was helpful. If you need a platform for custom ecommerce, let us know. We’re here to help 🙂",{"type":2999,"content":3912},[3913],{"text":3914,"type":3003},"We also hope AWS provides data like this in the future. Would have been pretty great if AWS promoted Origin Shield as “Hey, turn this on and see a ~35%+ reduction in response times!” Would have saved us a fair number of hours. 🙂",{"type":2996,"content":3916},[3917],{"type":2999,"content":3918},[3919],{"text":3920,"type":3003},"Learn how to reduce response times for both CloudFront and Cloudflare.",{"id":3922,"alt":2658,"name":2658,"focus":2658,"title":2658,"source":2658,"filename":3923,"copyright":2658,"fieldtype":2660,"meta_data":3924,"is_external_url":2700},57734,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Ff65260d580\u002Fcloudflare-cloudfront.jpg",{},[3926,3938],{"name":2847,"created_at":3927,"published_at":2970,"updated_at":3928,"id":3929,"uuid":1801,"content":3930,"slug":3933,"full_slug":2846,"sort_by_date":2824,"position":3934,"tag_list":3935,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":3936,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":3937,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},"2023-03-24T17:10:22.759Z","2023-03-24T17:17:35.775Z",64357,{"_uid":3931,"name":2847,"component":2975,"description":3932},"7642c681-a96a-4697-be4b-f4148ad1e059","Helpful ecommerce related tips, tricks, and tutorials.","how-to",40,[],"7daee788-0898-4317-b28a-dffb69b65e2e",[],{"name":2968,"created_at":2969,"published_at":2970,"updated_at":2971,"id":2972,"uuid":1813,"content":3939,"slug":2976,"full_slug":2977,"sort_by_date":2824,"position":2978,"tag_list":3940,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":2981,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":3941,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":2974,"name":2968,"component":2975,"description":2658},[],[],"cloudfront-vs-cloudflare-and-how-to-reduce-response-times-for-both-by-35","blog\u002Fposts\u002Fcloudfront-vs-cloudflare-and-how-to-reduce-response-times-for-both-by-35",220,[],"b5133a28-b45c-4150-a313-6d2f7c1d6826","2021-11-09T12:49:15.000Z",[],{"name":3950,"created_at":3951,"published_at":3952,"updated_at":3953,"id":3954,"uuid":2392,"content":3955,"slug":4188,"full_slug":4189,"sort_by_date":2824,"position":4190,"tag_list":4191,"is_startpage":2700,"parent_id":3224,"meta_data":2824,"group_id":4192,"first_published_at":4193,"release_id":2824,"lang":2830,"path":2824,"alternates":4194,"default_full_slug":2824,"translated_slugs":2824},"Solving CloudFront Mysteries with AWS Athena","2023-03-24T17:10:37.521Z","2024-11-07T20:50:16.106Z","2024-11-07T20:50:16.123Z",64374,{"_uid":3956,"tags":2658,"title":3950,"content":3957,"summary":4169,"component":2954,"thumbnail":4175,"categories":4179},"33d45149-520a-418c-a8cf-658ce3cc2293",{"type":2996,"content":3958},[3959,3966,3967,3977,3981,3986,3992,3996,4006,4010,4015,4023,4028,4068,4072,4082,4088,4092,4098,4104,4110,4116,4122,4128,4134,4140,4144,4149,4159,4163],{"type":2999,"content":3960},[3961,3964],{"text":3241,"type":3003,"marks":3962},[3963],{"type":3244},{"text":3965,"type":3003}," This blog post is about AWS infrastructure in general, and not necessarily useful to the average Foxy user. But we think it’s interesting, so we’re sharing it in the hope others might think so too 🙂",{"type":3278},{"type":2999,"content":3968},[3969,3971,3975],{"text":3970,"type":3003},"Like many stories in cloud infrastructure, this story starts in a very different place than it ends. It started simply enough: ",{"text":3972,"type":3003,"marks":3973},"How much bandwidth is our API pushing?",[3974],{"type":3244},{"text":3976,"type":3003}," We use AWS CloudFront for all Foxy endpoints, and our API distribution has different WAF needs than front-end endpoints, so it gets its own distribution.",{"type":2999,"content":3978},[3979],{"text":3980,"type":3003},"All we need to do is head over to the Reports & analytics -> Usage section in the AWS dashboard, then filter by the distribution we care about, and…",{"type":3024,"attrs":3982,"content":3983},{"level":3026},[3984],{"text":3985,"type":3003},"Big Chonky Bandwidth Spikes!",{"type":2999,"content":3987},[3988],{"type":3431,"attrs":3989},{"alt":3990,"src":3991,"title":2824},"Line graph from August 1 through Sept 26, showing a giant spike starting on Sept 9.","https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fwp-content\u002Fuploads\u002FCloudWatch-bandwidth-graph-with-major-spike.png",{"type":2999,"content":3993},[3994],{"text":3995,"type":3003},"That’s quite a spike!",{"type":2999,"content":3997},[3998,4000,4004],{"text":3999,"type":3003},"That is ",{"text":4001,"type":3003,"marks":4002},"QUITE",[4003],{"type":3008},{"text":4005,"type":3003}," the spike. Some quick math suggested that if this kept up, it’d cost us at least a few hundred dollars a month. (This particular distribution wasn’t included in our main dashboards, partly because we have hundreds of CloudFront distros, which is too many for AWS to aggregate for us.)",{"type":2999,"content":4007},[4008],{"text":4009,"type":3003},"So the immediate question was, effectively, “What the heck?!” It didn’t correspond with an increase in the number of requests, so whatever was doing this wasn’t triggering our WAF (meaning it was likely “valid” API requests):",{"type":2999,"content":4011},[4012],{"type":3431,"attrs":4013},{"alt":2824,"src":4014,"title":2824},"https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fwp-content\u002Fuploads\u002FCloudWatch-requests-graph-without-corresponding-spike.png",{"type":2999,"content":4016},[4017,4019],{"text":4018,"type":3003},"Thankfully, we have CloudFront logging enabled on all our distributions. This pushes all logs to S3, as gzipped files. Which… are not very helpful. But… ",{"text":4020,"type":3003,"marks":4021},"BUT…",[4022],{"type":3008},{"type":3024,"attrs":4024,"content":4025},{"level":3026},[4026],{"text":4027,"type":3003},"Searching Gzipped Log Files with SQL a la AWS Athena",{"type":2999,"content":4029},[4030,4032,4037,4039,4045,4047,4052,4054,4058,4060,4066],{"text":4031,"type":3003},"Lucky for us all, ",{"text":3686,"type":3003,"marks":4033},[4034],{"type":3015,"attrs":4035},{"href":4036,"title":2824},"https:\u002F\u002Faws.amazon.com\u002Fathena\u002F?whats-new-cards.sort-by=item.additionalFields.postDateTime&whats-new-cards.sort-order=desc",{"text":4038,"type":3003}," (and ",{"text":4040,"type":3003,"marks":4041},"a little",[4042],{"type":3015,"attrs":4043},{"href":4044,"title":2824},"https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fbig-data\u002Fanalyze-your-amazon-cloudfront-access-logs-at-scale\u002F",{"text":4046,"type":3003}," ",{"text":4048,"type":3003,"marks":4049},"bit of Lambda to automate partitioning the files so Athena can filter by date",[4050],{"type":3015,"attrs":4051},{"href":4044,"title":2824},{"text":4053,"type":3003},") lets us search our gzipped logs ",{"text":4055,"type":3003,"marks":4056},"via SQL",[4057],{"type":3008},{"text":4059,"type":3003},"! We’ve used Athena for a while, but it still seems pretty magical. (And we ",{"text":4061,"type":3003,"marks":4062},"don’t even need to feel conflicted",[4063],{"type":3015,"attrs":4064},{"href":4065,"title":2824},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FPresto_(SQL_query_engine)",{"text":4067,"type":3003}," about AWS commercializing an open source project.)",{"type":2999,"content":4069},[4070],{"text":4071,"type":3003},"That said, we typically use Athena for looking for specific requests or IPs. We do some aggregation to keep an eye on which of our users make the most requests, but we never needed to try to figure out massive bandwidth spikes.",{"type":2999,"content":4073},[4074,4076,4080],{"text":4075,"type":3003},"Not a problem, though. CloudFront logs output a ",{"text":4077,"type":3003,"marks":4078},"bytes",[4079],{"type":3089},{"text":4081,"type":3003}," value, which is the response size (from our API in this case). A quick query…",{"type":4083,"attrs":4084,"content":4085},"code_block",{"params":2658},[4086],{"text":4087,"type":3003},"SELECT count(request_id) as \"requests\"\n    , date\n    , sum(bytes) \u002F 1000000000 as \"bandwidth\"\n    , uri\nFROM \"cf_access_logs_db\".\"combined\"\nWHERE host_header = 'api.foxycart.com'\n    and date = CAST('2021-09-25' AS DATE)\ngroup by date, uri\norder by \"bandwidth\" desc, uri asc\nlimit 1000",{"type":2999,"content":4089},[4090],{"text":4091,"type":3003},"And…",{"type":2999,"content":4093},[4094],{"text":4095,"type":3003,"marks":4096},"requests",[4097],{"type":3089},{"type":2999,"content":4099},[4100],{"text":4101,"type":3003,"marks":4102},"date",[4103],{"type":3089},{"type":2999,"content":4105},[4106],{"text":4107,"type":3003,"marks":4108},"bandwidth",[4109],{"type":3089},{"type":2999,"content":4111},[4112],{"text":4113,"type":3003,"marks":4114},"uri",[4115],{"type":3089},{"type":2999,"content":4117},[4118],{"text":4119,"type":3003,"marks":4120},"31925",[4121],{"type":3089},{"type":2999,"content":4123},[4124],{"text":4125,"type":3003,"marks":4126},"2021-09-25",[4127],{"type":3089},{"type":2999,"content":4129},[4130],{"text":4131,"type":3003,"marks":4132},"140",[4133],{"type":3089},{"type":2999,"content":4135},[4136],{"text":4137,"type":3003,"marks":4138},"\u002Fstores\u002F[REDACTED]\u002Ftransactions",[4139],{"type":3089},{"type":2999,"content":4141},[4142],{"text":4143,"type":3003},"And there we had it. One single user (whose name you’d recognize) was generating 140GB of traffic, all by themselves.",{"type":3024,"attrs":4145,"content":4146},{"level":3026},[4147],{"text":4148,"type":3003},"New Tricks for Old Dogs",{"type":2999,"content":4150},[4151,4153,4157],{"text":4152,"type":3003},"None of this is particularly impressive, but we’ve been working on Foxy for 15 years at this point, and sometimes it feels truly incredible to be able to solve problems like this. I’d say “to solve problems like this in minutes instead of hours,” but honestly, back prior to “the cloud”, some of these questions might ",{"text":4154,"type":3003,"marks":4155},"never",[4156],{"type":3008},{"text":4158,"type":3003}," have been answered.",{"type":2999,"content":4160},[4161],{"text":4162,"type":3003},"Also, as it relates to Foxy: If we roll out bandwidth-based rate limiting in the coming months…",{"type":2999,"content":4164},[4165],{"type":3431,"attrs":4166},{"alt":4167,"src":4168,"title":2824},"\"This is why we can't have nice things\" meme-stylized text over a picture of Mallory Archer, from the animated TV show Archer.","https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fwp-content\u002Fuploads\u002Fthumb_this-is-why-we-cant-have-nicethings-this-is-why-54031467.png",{"type":2996,"content":4170},[4171],{"type":2999,"content":4172},[4173],{"text":4174,"type":3003},"What caused a giant spike in our CloudFront bandwidth graphs? Athena to the rescue!",{"id":4176,"alt":2658,"name":2658,"focus":2658,"title":2658,"source":2658,"filename":4177,"copyright":2658,"fieldtype":2660,"meta_data":4178,"is_external_url":2700},57739,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Fab1cc8daab\u002Faws.jpg",{},[4180,4184],{"name":2847,"created_at":3927,"published_at":2970,"updated_at":3928,"id":3929,"uuid":1801,"content":4181,"slug":3933,"full_slug":2846,"sort_by_date":2824,"position":3934,"tag_list":4182,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":3936,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":4183,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":3931,"name":2847,"component":2975,"description":3932},[],[],{"name":2968,"created_at":2969,"published_at":2970,"updated_at":2971,"id":2972,"uuid":1813,"content":4185,"slug":2976,"full_slug":2977,"sort_by_date":2824,"position":2978,"tag_list":4186,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":2981,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":4187,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":2974,"name":2968,"component":2975,"description":2658},[],[],"solving-cloudfront-mysteries-with-aws-athena","blog\u002Fposts\u002Fsolving-cloudfront-mysteries-with-aws-athena",1660,[],"37e720db-e38b-42fa-93da-15313ed6e9a8","2021-09-28T20:42:13.000Z",[],{"name":4196,"created_at":4197,"published_at":4198,"updated_at":4199,"id":4200,"uuid":2509,"content":4201,"slug":4477,"full_slug":4478,"sort_by_date":2824,"position":4479,"tag_list":4480,"is_startpage":2700,"parent_id":3224,"meta_data":2824,"group_id":4481,"first_published_at":4482,"release_id":2824,"lang":2830,"path":2824,"alternates":4483,"default_full_slug":2824,"translated_slugs":2824},"We love AWS Lambda, but its concurrency handling with SQS is silly.","2023-03-24T17:10:39.300Z","2024-11-07T21:02:24.320Z","2024-11-07T21:02:24.338Z",64376,{"_uid":4202,"tags":2658,"title":4196,"content":4203,"summary":4458,"component":2954,"thumbnail":4464,"categories":4468},"04d316b6-c21c-4709-8c3d-1420108375c2",{"type":2996,"content":4204},[4205,4239,4259,4263,4268,4272,4276,4280,4285,4297,4303,4307,4311,4315,4320,4324,4328,4344,4348,4352,4372,4377,4381,4391,4395,4399,4403,4413,4425,4435,4440,4450,4454],{"type":2999,"content":4206},[4207,4209,4213,4215,4221,4223,4229,4231,4237],{"text":4208,"type":3003},"We’re ",{"text":4210,"type":3003,"marks":4211},"big",[4212],{"type":3008},{"text":4214,"type":3003}," fans of serverless here at Foxy.io, both in general, and the ",{"text":4216,"type":3003,"marks":4217},"Serverless.com framework",[4218],{"type":3015,"attrs":4219},{"href":4220,"title":2824},"https:\u002F\u002Fwww.serverless.com\u002F",{"text":4222,"type":3003}," specifically. We use serverless apps internally for a number of things, like WAF automation (to block card testers), our webhooks system, ",{"text":4224,"type":3003,"marks":4225},"our new Help Scout + Foxy ecommerce integration",[4226],{"type":3015,"attrs":4227},{"href":4228,"title":2824},"https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fnew-integration-help-scout\u002F",{"text":4230,"type":3003},", and the ",{"text":4232,"type":3003,"marks":4233},"custom shipping code",[4234],{"type":3015,"attrs":4235},{"href":4236,"title":2824},"https:\u002F\u002Fwww.foxy.io\u002Fblog\u002Fnew-feature-custom-shipping-code\u002F",{"text":4238,"type":3003}," functionality within Foxy.",{"type":2999,"content":4240},[4241,4243,4249,4251,4257],{"text":4242,"type":3003},"We’ve also got some ",{"text":4244,"type":3003,"marks":4245},"serverless starter packages for Netlify",[4246],{"type":3015,"attrs":4247},{"href":4248,"title":2824},"https:\u002F\u002Fgithub.com\u002FFoxy\u002Ffoxy-node-netlify-functions",{"text":4250,"type":3003}," and Cloudflare (for a ",{"text":4252,"type":3003,"marks":4253},"Cloudflare-based membership protected site",[4254],{"type":3015,"attrs":4255},{"href":4256,"title":2824},"https:\u002F\u002Fgithub.com\u002FFoxy\u002Ffoxy-cloudflare-membership-site",{"text":4258,"type":3003},", for instance).",{"type":2999,"content":4260},[4261],{"text":4262,"type":3003},"Note: What follows gets a little technical, and is highly specific to Lambda (AWS’s serverless computing platform) and SQS (AWS’s queuing system). We’ll try to keep it approachable, but it’s gonna be a ride.",{"type":3024,"attrs":4264,"content":4265},{"level":3026},[4266],{"text":4267,"type":3003},"Queues and batch processing in serverless apps",{"type":2999,"content":4269},[4270],{"text":4271,"type":3003},"One thing serverless apps can be great at is batch processing, where you might have thousands of events to process, but you only need to do this daily or weekly. Instead of maintaining servers sitting idly when they’re not needed, a serverless app can scale from zero to the moon, then scale back down to zero. This saves money, and effectively eliminates setting up autoscaling.",{"type":2999,"content":4273},[4274],{"text":4275,"type":3003},"Because serverless functions are generally intended to be short-running, you’ll want to make your serverless function process just one event at a time. In the olden days, if you had 5,000 events to process every day, you might have a single long-running process that pulls all records from the database in a single query, then loops through the results and processes each in one big process. But with a serverless approach, you’d have one method that retrieves all your data from the database and stuffs each record into a queue; then your serverless app would pull items from the queue and process them individually.",{"type":2999,"content":4277},[4278],{"text":4279,"type":3003},"AWS Lambda can be configured to pull from an SQS queue, so it’s a beautiful and nearly bulletproof way to process lots of data.",{"type":3024,"attrs":4281,"content":4282},{"level":3026},[4283],{"text":4284,"type":3003},"Scaling! 🚀🔜🌖",{"type":2999,"content":4286},[4287,4289,4295],{"text":4288,"type":3003},"If your Lambdas are self-contained and can scale to the moon, great! By default, Lambda will pull up to 5 batches of events from the queue at the same time. (A “batch” in this context is the number of items Lambda will pull at one time. This is configurable, but for our purposes let’s just assume our batch size is configured to 1, so Lambda will just pull 1 item from the queue at a time.) From ",{"text":4290,"type":3003,"marks":4291},"the AWS docs about Lambda + SQS",[4292],{"type":3015,"attrs":4293},{"href":4294,"title":2824},"https:\u002F\u002Fdocs.aws.amazon.com\u002Flambda\u002Flatest\u002Fdg\u002Fwith-sqs.html#events-sqs-scaling",{"text":4296,"type":3003},":",{"type":3551,"content":4298},[4299],{"type":2999,"content":4300},[4301],{"text":4302,"type":3003},"If messages are still available, Lambda increases the number of processes that are reading batches by up to 60 more instances per minute. The maximum number of batches that can be processed simultaneously by an event source mapping is 1000.",{"type":2999,"content":4304},[4305],{"text":4306,"type":3003},"Great! Lambda will scale up to 1000 concurrent executions!",{"type":2999,"content":4308},[4309],{"text":4310,"type":3003},"But…",{"type":2999,"content":4312},[4313],{"text":4314,"type":3003},"Maybe not so great. What if your code makes a request to a 3rd party API that implements rate limiting? Lambda might scale to run your code 10,000 times in 5 minutes, but the 3rd party might automatically block or reject your API requests. What to do?",{"type":3024,"attrs":4316,"content":4317},{"level":3026},[4318],{"text":4319,"type":3003},"Concurrency limits to the rescue? No 🙁",{"type":2999,"content":4321},[4322],{"text":4323,"type":3003},"Thankfully, Lambda offers a concurrency setting. Set it to 2, for instance, and your Lambda will only execute 2 at the same time. If your function takes 1s (let’s say there are numerous external http requests it’s making), that’ll slow things down so it only executes about 2 times a second.",{"type":2999,"content":4325},[4326],{"text":4327,"type":3003},"So this should be easy! Set your concurrency lower, and you’ll naturally slow things down, and avoid hammering 3rd party services.",{"type":2999,"content":4329},[4330,4332,4337,4339,4343],{"text":4331,"type":3003},"But… though setting the concurrency is easy, and it does indeed prevent your Lambda from executing more than you want, the Lambda concurrency setting ",{"text":4333,"type":3003,"marks":4334},"doesn’t actually impact the SQS -> Lambda connection",[4335,4336],{"type":3008},{"type":3244},{"text":4338,"type":3003},". In other words, even if your concurrency is 2, Lambda will still start out by pulling 5 batches from SQS at a time, ",{"text":4340,"type":3003,"marks":4341},"and it will still scale up to 1000",[4342],{"type":3008},{"text":3255,"type":3003},{"type":2999,"content":4345},[4346],{"text":4347,"type":3003},"So your Lambda is only allowed to run 2 at a time, but SQS is trying to push hundreds of events to Lambda, then almost all those events are going to be bounced back to SQS. And this is a problem because (typically) you’ll configure SQS to only attempt each item a few times before it gives up and sends that item to the Dead Letter Queue (DLQ).",{"type":2999,"content":4349},[4350],{"text":4351,"type":3003},"If you have 10,000 items in the queue, and are only processing 2 at a time, it’s very likely you’ll have (many) items that never actually make it to the Lambda before they get sent to the DLQ. Decidedly not good.",{"type":2999,"content":4353},[4354,4356,4362,4364,4370],{"text":4355,"type":3003},"(If this explanation isn’t clear, a few others ",{"text":4357,"type":3003,"marks":4358},"have written about this",[4359],{"type":3015,"attrs":4360},{"href":4361,"title":2824},"https:\u002F\u002Fzaccharles.medium.com\u002Flambda-concurrency-limits-and-sqs-triggers-dont-mix-well-sometimes-eb23d90122e0",{"text":4363,"type":3003},", so ",{"text":4365,"type":3003,"marks":4366},"their posts might help",[4367],{"type":3015,"attrs":4368},{"href":4369,"title":2824},"https:\u002F\u002Fbetterprogramming.pub\u002Flambda-sqs-trigger-and-concurrency-87131dad9a12",{"text":4371,"type":3003},".)",{"type":3024,"attrs":4373,"content":4374},{"level":3026},[4375],{"text":4376,"type":3003},"What’s a programmer to do?",{"type":2999,"content":4378},[4379],{"text":4380,"type":3003},"AWS’s documentation recommends a bit of a cludgy workaround, in our opinion. They basically suggest setting the SQS reattempt values such that items don’t go to the DLQ until they’ve been attempted more than they’ll possibly fail to reach Lambda. This … sort of works, but it’s still not ideal.",{"type":2999,"content":4382},[4383,4385,4389],{"text":4384,"type":3003},"But there’s a way to make this work a bit more properly, if you’re able to use SQS FIFO (First In First Out) queues. With a normal SQS queue, Lambda might pull items from the queue in any order. But with a FIFO queue, the order that items are added to the queue is the order in which they’ll be sent to Lambda. An item must be processed by Lambda before the ",{"text":4386,"type":3003,"marks":4387},"next",[4388],{"type":3008},{"text":4390,"type":3003}," item gets sent.",{"type":2999,"content":4392},[4393],{"text":4394,"type":3003},"With this approach, it basically enforces a concurrency of 1, because a second Lambda can’t pull the 2nd item in the queue until the first item’s done. One at a time.",{"type":2999,"content":4396},[4397],{"text":4398,"type":3003},"That gets us throttling down to a concurrency of 1, but what if you want something more than 1, but less than 1000? FIFO allows a “group ID” parameter, which is almost like a mini-queue within the main queue. Each group ID’s FIFO ordering is separate, so (in effect) each group ID increases the concurrency by 1.",{"type":2999,"content":4400},[4401],{"text":4402,"type":3003},"The group ID can be anything, so you could make it a random integer between 1 and your Lambda’s configured maximum concurrency. Want Lambda to run with a max concurrency of 10? Set it to 10, and when you feed items to the queue, just assign each item a random group ID between 1 and 10.",{"type":2999,"content":4404},[4405,4407,4411],{"text":4406,"type":3003},"The key here is that the underlying SQS+Lambda polling system (which, remember, ignores the concurrency configuration) ",{"text":4408,"type":3003,"marks":4409},"won’t attempt to push items from the queue to Lambda",[4410],{"type":3008},{"text":4412,"type":3003}," beyond what you have configured.",{"type":2999,"content":4414},[4415,4417,4423],{"text":4416,"type":3003},"This is actually documented in ",{"text":4418,"type":3003,"marks":4419},"an AWS blog post about FIFO queues",[4420],{"type":3015,"attrs":4421},{"href":4422,"title":2824},"https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fcompute\u002Fnew-for-aws-lambda-sqs-fifo-as-an-event-source\u002F",{"text":4424,"type":3003},", but it’s not clear from the documentation (and the blog’s a bit dense, and buries the lede a bit, at least as far as this particular concurrency solution is concerned).",{"type":2999,"content":4426},[4427,4429,4433],{"text":4428,"type":3003},"One important thing to note, however, is that if you use group IDs for something else (ie. not a random number but an account ID, for instance), and the # of group IDs is greater than the concurrency limit, you ",{"text":4430,"type":3003,"marks":4431},"will still potentially throttle SQS messages",[4432],{"type":3008},{"text":4434,"type":3003},". Just something to keep in mind.",{"type":3024,"attrs":4436,"content":4437},{"level":3026},[4438],{"text":4439,"type":3003},"How we’re using this at Foxy",{"type":2999,"content":4441},[4442,4444,4448],{"text":4443,"type":3003},"We ran into this while rebuilding our daily subscription processing system. Because processing a subscription can rely on ",{"text":4445,"type":3003,"marks":4446},"many",[4447],{"type":3008},{"text":4449,"type":3003}," 3rd parties (like Avalara for taxes, Square or PayPal for the payment, FedEx for shipping, an anti-fraud integration, a custom pre-payment webhook, etc.), and because our subscription processing actually happens on a “serverful” system that scales more slowly, we can’t just throw a thousand requests per second at every one of those external systems. By setting group IDs on the SQS messages, we can limit Lambda’s concurrency without worrying about messages going to the DLQ prematurely.",{"type":2999,"content":4451},[4452],{"text":4453,"type":3003},"To make things a bit tidier, you can set your max concurrency limit and the # of group IDs using a shared environment variable, so you won’t forget to update it in both places, if\u002Fwhen you need to change it.",{"type":2999,"content":4455},[4456],{"text":4457,"type":3003},"So there you have it! If you’re using Lambda triggered by SQS, and you need to limit Lambda’s concurrency, you’ll likely want to use a FIFO queue. If you’ve read this far, our hope is that our experience helps you get the Lambda + SQS concurrency you want 🙂",{"type":2996,"content":4459},[4460],{"type":2999,"content":4461},[4462],{"text":4463,"type":3003},"Do you need to limit concurrency in a Lambda that’s triggered by an SQS queue? Setting the reserved concurrency on the Lambda kinda sorta works but also kinda sorta can cause major problems, so read along for a better way to make it work.",{"id":4465,"alt":2658,"name":2658,"focus":2658,"title":2658,"source":2658,"filename":4466,"copyright":2658,"fieldtype":2660,"meta_data":4467,"is_external_url":2700},57771,"https:\u002F\u002Fa-us.storyblok.com\u002Ff\u002F1001040\u002Fef39a9aa89\u002Flambda-1.jpg",{},[4469,4473],{"name":2847,"created_at":3927,"published_at":2970,"updated_at":3928,"id":3929,"uuid":1801,"content":4470,"slug":3933,"full_slug":2846,"sort_by_date":2824,"position":3934,"tag_list":4471,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":3936,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":4472,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":3931,"name":2847,"component":2975,"description":3932},[],[],{"name":2968,"created_at":2969,"published_at":2970,"updated_at":2971,"id":2972,"uuid":1813,"content":4474,"slug":2976,"full_slug":2977,"sort_by_date":2824,"position":2978,"tag_list":4475,"is_startpage":2700,"parent_id":2980,"meta_data":2824,"group_id":2981,"first_published_at":2982,"release_id":2824,"lang":2830,"path":2824,"alternates":4476,"default_full_slug":2824,"translated_slugs":2824,"_stopResolving":2790},{"_uid":2974,"name":2968,"component":2975,"description":2658},[],[],"we-love-aws-lambda-but-its-concurrency-handling-with-sqs-is-silly","blog\u002Fposts\u002Fwe-love-aws-lambda-but-its-concurrency-handling-with-sqs-is-silly",2050,[],"9586471d-8d59-42d8-ae98-f9d41303e14e","2021-06-03T16:48:42.000Z",[],{"name":4485,"created_at":4486,"published_at":2970,"updated_at":4487,"id":4488,"uuid":2242,"content":4489,"slug":4589,"full_slug":4590,"sort_by_date":2824,"position":4591,"tag_list":4592,"is_startpage":2700,"parent_id":3224,"meta_data":2824,"group_id":4593,"first_published_at":4594,"release_id":2824,"lang":2830,"path":2824,"alternates":4595,"default_full_slug":2824,"translated_slugs":2824},"New Feature: Use Your Own SMTP Server","2023-03-24T17:11:23.167Z","2023-03-24T17:20:54.625Z",64431,{"_uid":4490,"title":4485,"content":4491,"summary":4567,"component":2954,"categories":4573},"4eef0bc5-cee8-47f5-abbd-dc78238bd3b6",{"type":2996,"content":4492},[4493,4504,4508,4535,4555],{"type":2999,"content":4494},[4495,4497,4503],{"text":4496,"type":3003},"You can now configure Foxy to send email using your own SMTP credentials. 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