标签：#migration

Thinking about trying FtrIO? The new CLI makes it easy to start with just one feature flag If you've been curious about FtrIO (the .NET feature toggle library that replaces if (featureFlags.IsEnabled(...)) with a [Toggle] attribute woven directly into your compiled IL) but weren't sure where to start, the experimental release of FtrIO.onetwo just made that first step a lot smaller. You don't need to commit to a full migration. You don't need to rip out your existing flag library. You just need one method and 20 minutes. What FtrIO.onetwo does FtrIO.onetwo is a .NET CLI audit tool. Its default mode scans your source tree, finds every FtrIO toggle reference, and tells you exactly what's live right now: dotnet tool install --global FtrIO.onetwo --version 1.1.1-experimental ftrio.onetwo --source C: \P rojects \M yApp But in this experimental release it does two new things: ftrio.onetwo import : pulls your current flag state from LaunchDarkly, Flagsmith, flagd, environment variables, or an HTTP endpoint directly into appsettings.json . Your existing flag library keeps working unchanged. ftrio.onetwo migrate : scans your .cs files for LaunchDarkly or Flagsmith SDK call patterns using Roslyn, cross-references them against your live flag state, and generates a report showing exactly what each flag would look like in FtrIO and how to migrate it. The "try it on one flag" workflow The migrate report categorises every flag it finds: ✅ Ready to migrate : boolean flag, no targeting rules, straightforward [Toggle] replacement ⚠️ Needs review : targeting rules, number flags, needs a decision ❌ Cannot migrate : JSON flags, recommend moving to IConfiguration For every ready flag it shows the suggested refactor. Something like: new - checkout - flow → NewCheckoutFlow File : Services \ OrderService . cs : 42 Current code : if ( client . BoolVariation ( "new-checkout-flow" , user , false )) { ValidateCart (); ApplyDiscounts (); ProcessPayment (); } Suggested action : Extract the if bloc

Slack modernized its data platform by replacing SSH based execution in Amazon EMR pipelines with a REST driven orchestration layer called Quarry. The migration covered 700 plus Airflow operators, improving security, reliability, and observability while eliminating direct SSH access across production clusters and enabling a server side job lifecycle model. By Leela Kumili

This is what most agent email code looks like today: // SendGrid / Resend / Postmark — outbound only await sendgrid . send ({ to : " prospect@example.com " , from : " outreach@yourcompany.com " , subject : " Following up on your demo request " , html : " <p>Hi Alice — wanted to follow up on...</p> " , }); // That's it. If Alice replies, the agent never sees it. The send works fine. The problem is everything after: when Alice replies, that reply bounces, lands at a no-reply nobody reads, or hits a human inbox the agent can't reach programmatically. The agent is talking into a void. Transactional providers were built for receipts and password resets — one-way mail — and an agent that's supposed to hold a conversation needs a receive path those APIs simply don't have. Agent Accounts (a beta feature from Nylas) close that gap with a full hosted mailbox: send and receive, with threading, webhooks, and folders built in. Here's what the migration actually involves. The delta, honestly Outbound barely changes — it's still an API call. The new parts are everything transactional providers never gave you: Concern Transactional provider Agent Account Outbound API call Same — POST /messages/send Inbound None (or polling a shared inbox) Replies land automatically, fire message.created Threading You track Message-ID yourself Headers preserved, threads grouped automatically Reply detection Parse forwards, poll Webhook within seconds of arrival DNS SPF/DKIM/DMARC for the provider MX, SPF, DKIM, DMARC for the mailbox host Provision the mailbox One call creates the account; the response includes a grant_id that identifies it on every later request: curl --request POST \ --url "https://api.us.nylas.com/v3/connect/custom" \ --header "Authorization: Bearer $NYLAS_API_KEY " \ --header "Content-Type: application/json" \ --data '{ "provider": "nylas", "settings": { "email": "outreach@agents.yourcompany.com" } }' (Or nylas agent account create outreach@agents.yourcompany.com from the CLI.) C

Database Migration Strategies for Next.js and Supabase Production Apps You've built your Next.js app with Supabase. It works perfectly in development. Now you need to deploy to production and realize: how do I safely change the database schema without breaking everything? Database migrations are how you version control your schema and deploy changes safely. This guide covers everything from basic migrations to zero-downtime production deployments. Prerequisites Supabase project (local and production) Supabase CLI installed Next.js application Git for version control Understanding Migrations A migration is a SQL file that changes your database schema: -- supabase/migrations/20260314120000_add_posts_table.sql CREATE TABLE posts ( id UUID PRIMARY KEY DEFAULT uuid_generate_v4 (), title TEXT NOT NULL , content TEXT , user_id UUID REFERENCES auth . users ( id ), created_at TIMESTAMPTZ DEFAULT NOW () ); ALTER TABLE posts ENABLE ROW LEVEL SECURITY ; CREATE POLICY "Users can view own posts" ON posts FOR SELECT USING ( auth . uid () = user_id ); Migrations are: Versioned: Timestamped filenames ensure order Tracked: Supabase knows which migrations have run Repeatable: Same migrations produce same result Reversible: You can write rollback logic Setting Up Migrations Initialize Supabase locally: npx supabase init This creates: supabase/ config.toml seed.sql migrations/ Link to your remote project: npx supabase link --project-ref your-project-ref Creating Your First Migration Create a new migration: npx supabase migration new create_posts_table This creates: supabase / migrations / 20260314120000 _create_posts_table . sql Write your schema changes: -- Create posts table CREATE TABLE posts ( id UUID PRIMARY KEY DEFAULT uuid_generate_v4 (), title TEXT NOT NULL , content TEXT NOT NULL , slug TEXT UNIQUE NOT NULL , user_id UUID REFERENCES auth . users ( id ) ON DELETE CASCADE , published BOOLEAN DEFAULT FALSE , created_at TIMESTAMPTZ DEFAULT NOW (), updated_at TIMESTAMPTZ DEFAULT NOW

The engineering team at Meta recently outlined how the company migrated a data ingestion platform that transfers several petabytes of MySQL social graph data daily to improve reliability and operational efficiency. The team used techniques like reverse shadowing and continuous checksum monitoring to ensure zero downtime during the transition. By Renato Losio

The website, which compares human beings to extraterrestrials, touts arrest numbers from the Trump administration’s sweeping immigration crackdown. But some of its details are really out there.

The Cloud Native Computing Foundation has highlighted a new AI-assisted migration approach that enabled engineers to migrate 60 ingress-nginx resources to Higress in roughly 30 minutes, demonstrating how artificial intelligence is increasingly being applied to modernize Kubernetes networking and gateway infrastructure. By Craig Risi

The office was created a year ago and seemingly named for a far right European plan to expel minorities and immigrants from Western nations. It now works, a source says, with little to no oversight.