# Software as a service A cloud-computing service model in which consumers use provider applications running on cloud infrastructure. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Global Payouts: How Money Actually Reaches You DevFeed: [Global Payouts: How Money Actually Reaches You]() Original publisher: [Read original article]() Author: Deepak Jangir Published: 2026-09-18T00:00:00Z Content type: article Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service]() Tags: [business](), [cross-border](), [money](), [payments](), [saas]() ### AI overview An overview of how global payouts move across borders, including payout rails, foreign-exchange spreads, thresholds, failure modes, tax paperwork, and setup choices for SaaS, marketplaces, and creators. ### Source excerpt How global payouts work across borders: payout rails, FX spread, thresholds, failure modes, tax paperwork, and choosing a setup for SaaS, marketplaces, or creators. ## Stripe data shows SaaS platforms continuing to grow despite the SaaSpocalypse DevFeed: [Stripe data shows SaaS platforms continuing to grow despite the SaaSpocalypse]() Original publisher: [Read original article]() Author: Aakash Sahney Published: 2026-09-17T00:00:00Z Content type: article Language: en Sources: [Stripe Blog]() Topics: [Software as a service](), [Software](), [stripe](), [Artificial Intelligence]() Tags: [2026](), [ai](), [saas](), [software](), [stripe]() ### AI overview Stripe reports that new SaaS platform businesses increased 182% year over year, while platform cohorts showed strong payment activity and the broader SaaS market recovered after an initial sell-off. The article argues that industry-specific platforms can differentiate themselves as software becomes easier to build. ### Source excerpt The SaaSpocalypse was a useful warning for the software industry, but SaaS platforms that help businesses run core operations are more deeply embedded. New platform businesses on Stripe are up 182% year over year. ## Product Engineering for PMs, Part 3: Build a SaaS App Without Coding DevFeed: [Product Engineering for PMs, Part 3: Build a SaaS App Without Coding]() Original publisher: [Read original article]() Author: Paweł Huryn Published: 2026-09-14T19:12:58Z Content type: tutorial Language: en Sources: [The Product Compass]() Topics: [Software as a service](), [web applications](), [stripe](), [Firewall](), [Security](), [agentic-engineering]() Tags: [agentic](), [application](), [coding](), [firewall](), [payments](), [saas](), [saas-app](), [security]() ### AI overview A tutorial for product managers on building a multi-tenant SaaS web application without coding, including real Stripe payments, a web application firewall, and agentic reviews focused on logic, security, and performance. ### Source excerpt Enable real Stripe payments, add a web application firewall (Cloudflare or Netlify), and run agentic reviews of a real multi-tenant SaaS app: logic, security, performance. No coding. ## Inside LuBot's database-per-tenant architecture DevFeed: [Inside LuBot's database-per-tenant architecture]() Original publisher: [Read original article]() Author: Carlota Soto Published: 2026-09-14T12:00:00Z Content type: article Language: en Sources: [Blog -- Neon Docs]() Topics: [Database](), [Software as a service](), [Supabase](), [Provisioning](), [stripe](), [API]() Tags: [api](), [architecture](), [billing](), [case-studies](), [checkout](), [database](), [infrastructure](), [product](), [provisioning](), [saas](), [scale](), [stripe]() ### AI overview This article explains LuBot's database-per-tenant architecture. LuBot uses Supabase for shared administrative data such as organizations, users, and billing state, while each paying customer receives an isolated Postgres database. Stripe checkout triggers a webhook that provisions a Neon branch through the Neon API, with deterministic naming to prevent duplicate tenants. Neon branches provide independent compute and can scale idle tenants to zero. ### Source excerpt It took six days to go from zero to isolated Postgres per tenant, provisioned the moment someone pays. A traditional Postgres setup would have been a full quarter of work. ## AuthKit vs Better Auth for B2B SaaS DevFeed: [AuthKit vs Better Auth for B2B SaaS]() Original publisher: [Read original article]() Author: WorkOS Published: 2026-09-14T00:00:00Z Content type: comparison Language: en Sources: [WorkOS Blog]() Topics: [Software as a service](), [Single sign-on (SSO)](), [Security](), [log management](), [threat detection](), [Frameworks](), [MFA](), [Passkeys]() Tags: [auth](), [comparison](), [enterprise](), [logs](), [mfa](), [saas](), [security](), [threat-detection](), [vercel]() ### AI overview This comparison examines AuthKit and Better Auth as platforms for B2B SaaS products selling to enterprise IT buyers. It argues that both now provide core capabilities such as SSO, SCIM, and audit logs, so the meaningful differences are provider coverage, where user lifecycle management begins, and contractual responsibility. The article also describes Better Auth's hosted infrastructure, dashboard, SIEM drain, self-service provisioning, and threat detection features, while noting its convergence with AuthKit on enterprise requirements. ### Source excerpt Both ship SSO, SCIM and audit logs now. The comparison that decides enterprise deals has moved to the long tail: provider coverage, where user lifecycle actually starts, and who is contractually on the hook. ## GitLab Dedicated: Compliance for a new regulatory era DevFeed: [GitLab Dedicated: Compliance for a new regulatory era]() Original publisher: [Read original article]() Author: Aathira Nair Published: 2026-09-14T00:00:00Z Content type: article Language: en Sources: [GitLab]() Topics: [GitLab](), [Software as a service](), [Amazon Web Services](), [Cybersecurity](), [Security](), [Resilience](), [Deployment](), [Testing](), [Multitenancy]() Tags: [amazon-web-services-aws](), [aws](), [compliance](), [deployment](), [gdpr](), [gitlab](), [infrastructure-as-code](), [nis2](), [product](), [regulatory](), [resilience](), [saas](), [security](), [testing]() ### AI overview The article presents GitLab Dedicated as a fully isolated, single-tenant SaaS platform hosted and managed by GitLab in a preferred Amazon Web Services region. It explains how the service is intended to help European enterprises address compliance, data sovereignty, audit readiness, security, resilience, and operational responsibilities related to DORA, NIS2, and GDPR. ### Source excerpt Enforcements such as NIS2 are no longer a future planning consideration. The European Union Agency for Cybersecurity's (ENISA) NIS360 report confirms that supervisory authorities are actively assessing cybersecurity maturity across critical sectors. The agency is moving from guidance and consultation into active oversight, scrutiny, and accountability. This is the regulatory environment European enterprises now operate in. Multi-tenant cloud platforms remove operational overhead but place source code and pipelines on shared infrastructure regulators now scrutinize. Self-managed solutions provide isolation but transfer responsibility for upgrade cycles, security patches, and disaster recovery (DR) tests to an already stretched platform team. Both deployment options leave gaps in risk management, data sovereignty, and furnishing audit evidence. In this article, you'll discover how GitLab Dedicated, a fully isolated, single-tenant SaaS solution deployed in your preferred Amazon Web Services (AWS) region and hosted and managed by GitLab, addresses these challenges and helps you keep pace with evolving compliance requirements. "NatWest Group is adopting GitLab Dedicated SaaS to enable our engineers to use a common cloud engineering platform; delivering new customer and colleague outcomes rapidly, frequently, and securely with high quality, automated testing, on-demand infrastructure, and straight-through deployment." -- Adam Leggett, Platform Lead for Engineering Platforms, NatWest Group Regulations are driving change In the European Union, key regulations are driving the need for a different platform approach. These regulations converge on a decision most enterprises made before they existed: a platform their developers build on. That decision now carries audit consequences it didn't before. Digital Operational Resilience Act (DORA), which came into force across EU financial services in January 2025, requires financial institutions to keep critical technology resilient, ## 7 Best Lago Alternatives for Billing in 2026 (Open Source and Hosted) DevFeed: [7 Best Lago Alternatives for Billing in 2026 (Open Source and Hosted)]() Original publisher: [Read original article]() Author: Deepak Jangir Published: 2026-09-12T00:00:00Z Content type: comparison Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service]() Tags: [alternatives](), [billing](), [comparison](), [cost](), [incident-management](), [merchant-of-record](), [open-source](), [payment-processing](), [saas](), [self-hosting]() ### AI overview A comparison of seven Lago billing alternatives across open-source and hosted models. It focuses on predictable costs, the operational burden of self-hosting, metering depth, add-on capabilities, Merchant of Record coverage, and payment-related gaps. ### Source excerpt Compare 7 Lago billing alternatives across open-source and hosted options, weighing self-hosting cost, metering depth, and Merchant of Record coverage for SaaS and AI teams. ## Unify your marketing data with Lakeflow Connect DevFeed: [Unify your marketing data with Lakeflow Connect]() Original publisher: [Read original article]() Author: Sonia Bendre; Giselle Goicochea Published: 2026-09-11T18:00:00Z Content type: article Language: en Sources: [Databricks]() Topics: [databricks](), [Software as a service](), [Databases](), [API](), [Automation](), [dashboards](), [hubspot](), [CI/CD]() Tags: [analytics](), [api](), [automation](), [churn](), [ci-cd](), [connectors](), [crm](), [customer](), [customers](), [dashboards](), [data](), [databases](), [databricks](), [engineering](), [marketing](), [product](), [retention](), [saas](), [salesforce](), [series]() ### AI overview This first post in a series presents Lakeflow Connect as a fully managed data-ingestion service for unifying fragmented marketing and Customer 360 data. It describes native connectors for SaaS applications, databases, and files, configured through a point-and-click UI or API, with governed tables in Unity Catalog and integrations such as HubSpot and Salesforce. The article highlights reduced maintenance compared with custom pipelines and support for downstream reporting, analytics, retention, and churn analysis. ### Source excerpt This is the first post in a new series exploring how Lakeflow Connect brings fully... ## Introducing automatic remediation policies with Cloudflare CASB DevFeed: [Introducing automatic remediation policies with Cloudflare CASB]() Original publisher: [Read original article]() Author: Abe Carryl Published: 2026-09-11T13:00:00Z Content type: release Language: en Sources: [Cloudflare Blog]() Topics: [Software as a service](), [Cloudflare One](), [Orchestration](), [Authorization]() Tags: [automation](), [casb](), [cloudflare](), [cloudflare-one](), [event-driven](), [oauth](), [orchestration](), [policy](), [reactive](), [saas](), [security](), [security-operations-center](), [zero-trust]() ### AI overview Cloudflare introduces CASB policies that automatically remediate SaaS security findings, including revoking risky file shares and sending webhooks after a finding is detected. ### Source excerpt Cloudflare CASB policies introduce a native automation engine built directly on the Cloudflare developer platform to remediate SaaS risks automatically. Security teams can now design event-driven logic to revoke risky file shares and send webhooks without manual intervention. ## Building A UX ROI Case That Survives The Boardroom DevFeed: [Building A UX ROI Case That Survives The Boardroom]() Original publisher: [Read original article]() Author: hello@smashingmagazine.com (Alex Williams) Published: 2026-09-11T13:00:00Z Content type: article Language: en Sources: [Articles on Smashing Magazine -- For Web Designers And Developers]() Topics: [Software as a service]() Tags: [article](), [b2b](), [business](), [business-value](), [design](), [saas](), [ux]() ### AI overview This article presents a worked example for building a credible UX ROI case. It explains how to connect UX initiatives to business goals, define and measure value, account for costs, test causality, and present a return-on-investment figure that can withstand executive and finance scrutiny. ### Source excerpt Strong UX ideas do not secure investment on their own. Through a worked example, Alex Williams breaks down how to define business value, calculate costs, test causality, and build a credible case for the return on a design initiative. - UX - Design - Business ## How to Get Free Traffic to Your Website in 2026: The Complete Free-to-Paid Growth Playbook DevFeed: [How to Get Free Traffic to Your Website in 2026: The Complete Free-to-Paid Growth Playbook]() Original publisher: [Read original article]() Author: iHateReading Published: 2026-09-10T12:46:02Z Content type: tutorial Language: en Sources: [iHateReading]() Topics: [Website](), [Software as a service]() Tags: [2026](), [backend](), [blockchain](), [coding](), [development](), [founders](), [frontend](), [growth](), [guide](), [how-to](), [how-to-get-free-traffic-to-your-website-in-2026-the-complete-free-to-paid-growth-playbook](), [ihatereading](), [javascript](), [marketing](), [node-js](), [product](), [programming](), [react](), [seo](), [seo-traffic-growth-founders-marketing](), [traffic](), [typescript](), [web-development](), [website]() ### AI overview A guide to getting free website traffic in 2026 and moving from free acquisition methods toward paid growth. ### Source excerpt ree SaaS directories to submit for free 2026, Reddit marketing for startups without ads, Hacker News Show HN launch guide, Dev.to article distribution for deve... ## 7 Best m3ter Alternatives for Usage-Based Billing in 2026 DevFeed: [7 Best m3ter Alternatives for Usage-Based Billing in 2026]() Original publisher: [Read original article]() Author: Deepak Jangir Published: 2026-09-10T00:00:00Z Content type: comparison Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [data]() Tags: [alternatives](), [b2b](), [billing](), [comparison](), [cost](), [guide](), [merchant-of-record](), [pricing](), [saas](), [usage-based-billing]() ### AI overview A comparison guide examining seven alternatives to m3ter for usage-based billing. It focuses on pricing transparency, metering depth, quote-to-cash fit, and Merchant of Record coverage, while explaining m3ter's allowance-based pricing, implementation model, integrations, and separation from payment and tax liability. ### Source excerpt Compare 7 m3ter alternatives on pricing transparency, usage metering depth, quote-to-cash fit, and Merchant of Record coverage for B2B SaaS and AI companies. ## Product Engineering for PMs, Part 2: Build a SaaS App Without Coding DevFeed: [Product Engineering for PMs, Part 2: Build a SaaS App Without Coding]() Original publisher: [Read original article]() Author: Paweł Huryn Published: 2026-09-07T12:33:05Z Content type: tutorial Language: en Sources: [The Product Compass]() Topics: [Software as a service](), [GitHub](), [Supabase](), [Netlify](), [AI Development](), [Authentication]() Tags: [ai](), [authentication](), [development](), [github](), [netlify](), [saas]() ### AI overview This tutorial continues a product-engineering series for PMs by describing how to take the AskOne multi-tenant SaaS application to production. It covers production projects and deployment with GitHub, Supabase, and Netlify, along with a custom DNS domain, Clerk, analytics, and Google authentication, within a lightweight AI-assisted software lifecycle. ### Source excerpt Add a moderator role, then take a real multi-tenant SaaS app to production: GitHub, Supabase, Netlify, custom domain, Clerk, analytics, Google auth. No coding. ## How to add SSO to your B2B SaaS app with WorkOS AuthKit DevFeed: [How to add SSO to your B2B SaaS app with WorkOS AuthKit]() Original publisher: [Read original article]() Author: WorkOS Published: 2026-09-07T00:00:00Z Content type: tutorial Language: en Sources: [WorkOS Blog]() Topics: [Single sign-on (SSO)](), [Software as a service](), [Authentication](), [SDKs]() Tags: [asp-net](), [asp-net-core](), [authentication](), [b2b](), [claude](), [cli](), [codex](), [configuration](), [cursor](), [how-to](), [saas](), [sdk](), [sso]() ### AI overview A tutorial on adding SSO to a B2B SaaS application with WorkOS AuthKit. It explains that AuthKit handles SSO-specific SAML operations, while developers must design the organization model, configure who manages connections, account for existing users, and test failure cases. ### Source excerpt Enabling SSO is a dashboard toggle. The real work is the organization model, self-service configuration, and the traps that surface after your first enterprise customer. ## What B2B SaaS taught me about having kids DevFeed: [What B2B SaaS taught me about having kids]() Original publisher: [Read original article]() Author: hi@swizec.com (Swizec Teller) Published: 2026-09-05T00:00:00Z Content type: opinion Language: en Sources: [Swizec Teller]() Topics: [Software as a service](), [Software]() Tags: [b2b](), [saas](), [software]() ### AI overview The author compares lessons from running a B2B SaaS business with the realities of early parenthood. The article emphasizes maintaining sufficient resources, filtering advice for personal circumstances, prioritizing manageable improvements, and accepting that good enough can be better than perfection. ### Source excerpt I've been a dad for 3 months now so obviously I have it all figured out and there's nothing new to learn. My theories are rock solid and definitely apply to everyone. ## Can You Really Replicate Your Favorite SaaS With AI? DevFeed: [Can You Really Replicate Your Favorite SaaS With AI?]() Original publisher: [Read original article]() Author: Eric Karkovack Published: 2026-09-02T18:29:49Z Content type: article Language: en Sources: [Speckyboy Design Magazine]() Topics: [Artificial Intelligence](), [Software as a service](), [coding]() Tags: [ai](), [artificial-intelligence-ai](), [crm](), [learn-web-development](), [saas](), [wordpress](), [wordpress-ai](), [wordpress-developer]() ### AI overview The article examines using AI to recreate a SaaS product, arguing that generated code can help but does not remove the challenges of scope, integrations, data ownership, and maintenance. ### Source excerpt AI makes it easier to recreate parts of SaaS apps, but building a useful tool takes more than generated code. This article covers scope, integrations, data ownership, and maintenance. The post Can You Really Replicate Your Favorite SaaS With AI? appeared first on Speckyboy Design Magazine. ## Product Engineering for PMs, Part 1: Build a SaaS App Without Coding DevFeed: [Product Engineering for PMs, Part 1: Build a SaaS App Without Coding]() Original publisher: [Read original article]() Author: Paweł Huryn Published: 2026-08-31T15:35:45Z Content type: tutorial Language: en Sources: [The Product Compass]() Topics: [Software as a service](), [Claude Code](), [Supabase](), [Browser Automation](), [Automation](), [test](), [coding](), [Artificial Intelligence]() Tags: [automation](), [browser](), [build](), [claude](), [claude-code](), [coding](), [deploy](), [how-to](), [monetization](), [saas]() ### AI overview A step-by-step series for PMs and non-coders to design, build, secure, deploy, launch, monetize, analyze, and monitor a commercial SaaS app using Claude Code, Clerk, and Supabase. The case study is AskOne, a live Q&A product, and the article includes prompts, templates, browser automation, and testing workflows. ### Source excerpt Design, build, secure, and deploy a real multi-tenant SaaS app in 3-4 hours: Claude Code, Clerk, Supabase. No coding. All prompts included. ## 7 Whop Alternatives for Creators and SaaS Sellers in 2026 DevFeed: [7 Whop Alternatives for Creators and SaaS Sellers in 2026]() Original publisher: [Read original article]() Author: Deepak Jangir Published: 2026-08-31T00:00:00Z Content type: article Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [Software](), [stripe]() Tags: [alternatives](), [comparison](), [creators](), [cross-border](), [crypto](), [fees](), [global](), [india](), [merchant-of-record](), [payments](), [pricing](), [saas](), [stripe](), [subscriptions](), [us](), [usage-based-billing](), [vat]() ### AI overview A comparison of seven Whop alternatives for creators and SaaS sellers, focusing on effective fees, international transactions, payouts, tax handling, and fit for software businesses. ### Source excerpt Whop's headline 2.7% + 30c climbs toward 7% once FX and payout fees stack. Compare seven alternatives with verified 2026 pricing and pick the right fit. ## 🧠 Community Wisdom: Building without clear PM requirements, selling a product before building it, pricing fast-moving B2B SaaS, a year of job hunting, and more DevFeed: [🧠 Community Wisdom: Building without clear PM requirements, selling a product before building it, pricing fast-moving B2B SaaS, a year of job hunting, and more]() Original publisher: [Read original article]() Author: Kiyani Published: 2026-08-29T18:59:48Z Content type: article Language: en Sources: [Lenny's Newsletter]() Topics: [Requirements](), [Software as a service](), [Job]() Tags: [b2b](), [job](), [pricing](), [product](), [requirements](), [saas]() ### AI overview A community wisdom issue covering unclear product-management requirements, selling a product before building it, pricing fast-moving B2B SaaS, and a year of job hunting. ### Source excerpt Community Wisdom 296 ## Paddle vs Lemon Squeezy: Same 5% + 50c, Very Different Bets DevFeed: [Paddle vs Lemon Squeezy: Same 5% + 50c, Very Different Bets]() Original publisher: [Read original article]() Author: Deepak Jangir Published: 2026-08-28T00:00:00Z Content type: comparison Language: en Sources: [Dodo Payments Blog]() Topics: [stripe](), [Software as a service]() Tags: [2026](), [comparison](), [digital-products](), [fraud](), [merchant-of-record](), [payments](), [pricing](), [recovery](), [saas](), [support](), [tax]() ### AI overview This comparison argues that Paddle and Lemon Squeezy have the same headline Merchant of Record pricing but target different customers. Paddle is positioned for B2B SaaS at scale, while Lemon Squeezy is aimed at indie makers and digital products. The article also explains how Stripe's acquisition of Lemon Squeezy and the rollout of Stripe Managed Payments change the comparison in 2026. ### Source excerpt Paddle and Lemon Squeezy both charge 5% + 50c as Merchant of Record. Compare who they serve, what changed after Stripe bought Lemon Squeezy, and the real costs. ## PSD3 Explained: What SaaS and Digital Sellers Need to Know DevFeed: [PSD3 Explained: What SaaS and Digital Sellers Need to Know]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-08-27T00:00:00Z Content type: article Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [Security, Privacy and Abuse Prevention]() Tags: [article](), [compliance](), [eu](), [europe](), [guide](), [legal](), [payments](), [saas]() ### AI overview A plain-English guide to PSD3 and the PSR for SaaS products and digital sellers serving European customers. It explains that the reforms are close to final but not yet law, distinguishes PSD3's licensing and supervision rules from the PSR's checkout-related conduct rules, and outlines implications for payment providers, fraud prevention, and payment execution. ### Source excerpt A plain-English PSD3 and PSR guide for SaaS founders: where the legislation stands in 2026, what changes on fraud liability and SCA, and what it means for checkout. ## The best API integration platforms for SaaS apps and agents in 2026 DevFeed: [The best API integration platforms for SaaS apps and agents in 2026]() Original publisher: [Read original article]() Author: Emmanuel Published: 2026-08-26T17:40:00Z Content type: comparison Language: en Sources: [Daniel Glejzner]() Topics: [API](), [Angular](), [Software as a service](), [TypeScript](), [SDKs](), [Feathers]() Tags: [2026](), [angular](), [api](), [api-integration](), [apps](), [comparison](), [integration](), [platforms](), [saas](), [sdk](), [typescript]() ### AI overview A comparison of six embedded API integration platforms for SaaS products, focused on Angular and TypeScript teams. It evaluates SDKs, documentation, Angular fit, backend control, customization, API coverage, workflow-building capabilities, and suitability for prototypes or deep integrations. ### Source excerpt A hands-on guide for Angular and TypeScript teams. compared six platforms and focused on how easily each fits into an Angular app and how much backend control you retain when an integration goes beyond the standard flow. ## Scale software delivery pipelines in isolation without owning the runner fleet DevFeed: [Scale software delivery pipelines in isolation without owning the runner fleet]() Original publisher: [Read original article]() Author: Kyurim Rhee Published: 2026-08-25T00:00:00Z Content type: article Language: en Sources: [GitLab]() Topics: [ci](), [GitLab](), [Software as a service](), [Security](), [cloud-infrastructure](), [Provisioning]() Tags: [agentic](), [ci](), [compliance](), [cost](), [developers](), [devsecops-platform](), [infrastructure](), [operations](), [platform](), [product](), [saas](), [scale](), [security](), [software-delivery](), [workflows]() ### AI overview GitLab presents Hosted Runners for GitLab Dedicated, a fully managed CI execution SaaS offering with isolated runner infrastructure. Each job runs in a newly provisioned VM that is deleted after completion, helping enterprises address security, compliance, scalability, reliability, and runner-operations demands without owning the runner fleet. ### Source excerpt Many enterprises choose GitLab Dedicated for a clear reason: a secure and compliant, single-tenant GitLab instance, managed by GitLab. As agentic workflows drive more pipeline volume, full data isolation and runner infrastructure operational burden become a challenge. This leads to the question, "Does owning the runner fleet still make sense?" With GitLab Dedicated, there is no more need to provision, patch, build, and scale your own runner fleet. Hosted Runners for GitLab Dedicated handles the heavy lifting and delivers a seamless experience across the entire software development lifecycle so your team can focus on shipping. Hosted Runners for GitLab Dedicated provides a runner fleet isolated from other customers. To support job-level security, each job runs in a newly provisioned, isolated VM that is deleted after the job completes. We provide a scalable and highly reliable runner fleet to support your bursty CI demands and resiliency needs. Creating and managing runners is self-serviceable through Switchboard (GitLab Dedicated management console). The runner ownership trade-off: Cost vs. user experience Pipeline load can be unpredictable. To account for this, runner infrastructure can be over-provisioned to give developers the best experience and maintain low wait times. But this drives up the infrastructure cost. Conversely, under-provisioning can save on infrastructure cost, but your developers will waste time waiting for their CI jobs to be picked up. Efforts to fine-tune this balance can monopolize your platform team's time. Shift runner operations to GitLab while maintaining control Hosted Runners for GitLab Dedicated is a fully managed CI execution SaaS offering. It's backed by a high-performing and reliable runner infrastructure. Key benefits include: Supports compliance: Full isolation/single-tenant runners with same data residency as GitLab Dedicated. Job level security: "One runner for one job" -- hosted runners run every job in a standalone, short-lived ## How Srini Raghavan helped $3.4B SaaS Giant Freshworks Embrace the AI PDLC DevFeed: [How Srini Raghavan helped $3.4B SaaS Giant Freshworks Embrace the AI PDLC]() Original publisher: [Read original article]() Author: Aakash Gupta Published: 2026-08-24T23:16:09Z Content type: article Language: en Sources: [Product Growth]() Topics: [Software as a service](), [AI Agent](), [cursor](), [Design system](), [context](), [repo]() Tags: [ai](), [ai-agent](), [context](), [cursor](), [design-system](), [repo](), [saas]() ### AI overview The article summarizes how Freshworks moved from a six-month release process to a two-week cycle under Chief Product Officer Srini Raghavan. It describes an AI product development lifecycle built on structured data, a parsable design system, documented coding standards, a single source repository, contextual knowledge hubs, reusable AI builder artifacts, governed AI agents, and an evaluation phase. ### Source excerpt + Why he uses Grok models, and the future of the "Product Builder" role [Next page]()