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Railway Blog

Where Railway is, and where it's going (Summer 2026) PaaS vs IaaS vs SaaS: What Each Means and Who Should Pick What in 2026 The Best Continuous Deployment Tools in 2026 The Best PaaS for Multi-Region Deployments in 2026 The Best Platforms for Monorepo Deployments in 2026 Compliance Isn't a Feature, It's a Posture What is BYOC (Bring Your Own Cloud)? A Developer's Guide for 2026 The Best Managed Kubernetes Hosting in 2026 The Best Container Registries in 2026 The Vanilla Cloud Tax: What Rolling Your Own on AWS Actually Costs What is a PaaS? A Developer's Guide for 2026 The Best Cloud Observability and Logging Tools in 2026 The Best PostgreSQL Hosting for Developers in 2026 The Best Multi-Region Hosting Platforms in 2026 The Best Platforms to Deploy AI Apps in 2026 (Not the Models, the Apps Around Them) The Agent-Native Cloud: What It Means and Why It Matters Incident Report: May 19, 2026- GCP Account Suspension Counting to 3 with a new builder processing 50M+ monthly builds Railway iOS preview now available via TestFlight Kill your onboarding: selling to 10,000+ new users a day Your AI wants to nuke your database. Guardrails fix that. Better Rails for Agents: A New Remote MCP and Railway Agent in the CLI Moving Railway's Frontend Off Next.js One command deploys, there's a Stripe APP for that From registrar to deployed: buying a domain inside Railway A letter to open source builders who deserve more Networking is a black box, we used eBPF to open it Heroku Walked So Railway Can Run Security Features Your Security Team Will Love Railway Runs Open Source, Now We're Funding It Railway raises $100M Series B to unburden the builders Deploy autoscaling services, AI Workflow automation, and LLM APIs Without Kubernetes Hosting Postgres with GeoLite2: a practical guide to IP geolocation, data loading, and updates Serverless functions vs containers: CI/CD, database connections, cron jobs, and long-running tasks Hosting Postgres with pgvector: provider tradeoffs, migrations, indexes, and tuning Introducing the Railway integration on Delve.co Secure Cloud Hosting for Compliance: A Practical Guide for Startups and Regulated Industries MindFort Runs 100+ AI Pen Testing Agents Without Their Previous $10k AWS Bill How Bilt's Marketing Engineering Team Delivers at Scale with Railway Railway Technology Partners: Earn Revenue on Templates You Didn't Build ~$1 Million Paid to Developers Who Built Railway Templates CI/CD for Modern Deployment: From Manual Deploys to PR Environments Kernel Powers 1,000+ AI Agents on $444/Month of Railway Infrastructure Deploy Full-Stack TypeScript Apps: Architectures, Execution Models, and Deployment Choices Railway vs Cloudflare: How Their Architectures Differ and When to Use Each Run Scheduled and Recurring Tasks with Cron Monitoring & Observability: Using Logs, Metrics, Traces, and Alerts to Understand System Failures Logs, Metrics, and Traces: What Does Each Signal Tell You? Server rendering benchmarks: Railway vs Cloudflare vs Vercel Top five Heroku alternatives Comparing top PaaS and deployment providers Pricing to Encourage Use The F in SOC2 stands for functional Deploy Together, Earn Together: Introducing Railway Partnerships How We Oops-Proofed Infrastructure Deletion on Railway Bring Back the Free Plan Railway MCP - Stateful, Serverful, Pay-per-use Infrastructure Hackathon: Winners Announced! Mark Your Calendar: Railway User Hackathon with Prizes Launching Railway's Affiliate Program Zero-Touch Bare Metal at Scale Ssh, We’re Announcing One More Thing! $1M for Open Source Introducing Central Station Speed Isn’t Just About Code, It’s About Where That Code Runs One-Second Deploys? We Didn’t Believe It Either Why We’re Moving on From Nix Railway V3: Faster and Cheaper How to Migrate from Cloudflare Pages to Railway Supercharging Directus on Railway with a Static Frontend How to Migrate from AWS Lambda to Railway Deploy Triton Inference Server on Railway How to Handle Database Connection Pooling Building a NestJS App on Railway Manually Optimize Deployments on Railway Implement a GitHub Actions Testing Suite Scaling a SaaS application on Railway Building a SaaS application on Railway Deploy a Dart App on Railway, Part 2 Deploy a Dart App on Railway, Part 1 Implementing Feature Flags from Scratch Cron Jobs with Django and GitHub Actions Deploy Offen on Railway Queues on Railway Working with NX, Railway and CI/CD Automated PostgreSQL Backups Using GitLab CI/CD with Railway Migrating From Heroku To Railway Cron Jobs on Railway Deploy Beam on Railway Deploy Authorizer on Railway Deploying Monorepo Applications How to Backup and Restore Your Postgres Database How to Backup Your Redis Instance Deploy Cusdis on Railway Deploy Ghost on Railway Using Github Actions with Railway Deploy Calendso (cal.com) on Railway Self-hosted website analytics Use Notion as a CMS for your NextJS blog
How G2X Unlocked Rapid Experimentation at Scale with Railway
Angelo Saraceno · 2025-12-07 · via Railway Blog

For a go-to-market platform serving 100,000 federal contractors monthly, every deployment matters. G2X provides market intelligence and business productivity tools to companies selling to the federal government, processing 3 to 5 million requests daily while ingesting data from two dozen notoriously unwieldy government sources that share opportunities totaling billions of dollars of RFPs.

As G2X's engineering team, led by CTO Daniel Lobaton tried to scale their platform on a major public cloud provider, infrastructure complexity became a massive bottleneck to innovation.

"The work that used to take me a week on our previous infrastructure, I can do in Railway in like a day. Just spinning up a database instance, waiting for the thing to actually come up can easily take like 20 minutes."

  • Daniel Lobaton, CTO at G2X

The complexity went beyond just deployment speed. Every new service required navigating virtual private clouds, security groups, network address translation, and permission systems. For a lean engineering team trying to iterate quickly on product features, the infrastructure overhead was crushing.

"If I want to spin up a new service and test different architectures, it would take so long. What do you do in the meantime? You go out, make coffee, draft an email... In Railway I can launch like six services in two minutes.

Cost was equally problematic. G2X's cloud infrastructure bill had ballooned to $15,000 per month at its peak, with significant waste from unused services and over-provisioned resources that were difficult to identify and clean up.

This all changed when G2X began the migration to Railway.

The Solution: Migrating production to Railway increases reliability and speed

G2X discovered Railway through their consulting partner Kirana, who positioned it as a rapid prototyping platform. What started as an experiment quickly became their entire production infrastructure.

The migration was remarkably straightforward. Railway's Git-based deployment model meant G2X could maintain their existing development workflow without changes. Furthermore, the platform's PR environments provided instant staging for every pull request.

"Railway practically just follows whatever branch strategy you got. Just push that branch and it's there. Then, the main benefit of PR environments is being able to click on the link from the PR and then check the application. I absolutely love that."

Railway transformed how quickly G2X could experiment with architectures. The platform's simplicity eliminated the networking complexity that plagued their previous setup.

Migration was simple, the G2X engineering team just had to point Railway to their git repo, expose the app internally, set up a tunnel and they were go to go.

"You don't have to deal with messy networking rules. You don't have to check the NAT gateway or check the security rule. With Railway, if you understand basic TCP/IP, you got it down."

A critical confidence boost came when Railway migrated off Google Cloud Platform to their own infrastructure.

"When we migrated, reliability massively shot up. We felt much more confident about our platform, so I brought in even more critical services then. We were no longer worried about if GCP was down - Railway just dealt with it."

The simplicity extended beyond just deployment. Railway made it easy to spin up supporting infrastructure like databases and caching layers without complex configuration, especially as compared to traditional cloud providers.

The Results: 87% cost reduction and 7x faster deployment

Railway's impact on G2X was transformative, affecting both their bottom line and their ability to innovate. For a platform serving the complex, mission-critical needs of federal contractors and the F500, Railway eliminated the traditional tradeoff between simplicity and power—delivering both in a package that costs 87% less than their previous setup while enabling the team to move seven times faster.

  • Infrastructure costs plummeted 87%, from $15,000 monthly on their previous cloud provider to approximately $1,000 on Railway. This dramatic reduction came while actually improving performance and reliability.
  • Deployment velocity increased 7x. What previously took a week now takes a day on Railway. Environment creation that required half a day of configuration now takes minutes.
  • 100,000 monthly active users served reliably with 3-5 million daily requests processed smoothly. During peak hours, their most demanding service handles 250 requests per minute without issue.
  • Engineering focus shifted from infrastructure to product. The simplicity freed the team to work on what matters: serving federal contractors better.
  • Reduction of most demanding load by 75%, using aggressive caching to reduce RPM by 3-4x, down from 1,000 RPM.

Looking forward, G2X sees Railway as their primary infrastructure platform indefinitely. G2X is part of the daily workflow of thousands of users, many of which find G2X mission critical.

The platform handles G2X's complex data pipeline entirely- ingesting, cleaning, and serving data from two dozen federal sources, with the largest approaching 1 terabyte of raw text.

"We're dealing with several external data sources that you have absolutely no control over, most of them being very unreliable," Lobaton explains. "How do you make that which is naturally unreliable, reliable? That's what underpins G2X."

For a platform serving the complex, mission-critical needs of federal contractors, Railway eliminated the traditional tradeoff between simplicity and power- delivering both in a package that costs 87% less than their previous setup while enabling the team to move seven times faster.

If you're interested in optimizing your infrastructure and developer velocity at scale, reach out to us: railway.com/enterprise.