Guided scenarios
All scenarios
51 common scenarios, each matched to a ranked shortlist of tools with the factual reasons behind every pick. Grouped by the kind of need they answer.
Low-cost & budget
Affordable identity & SSO (IAM)
Identity / SSO platforms ranked by value: the most affordable workforce SSO, MFA, and provisioning.
Top: Google Cloud Identity, Microsoft Entra ID
7 products matchedView scenarioBudget app & code security (SAST/SCA)
App and code security tools ranked by value, including free SAST/SCA scanners noted at last review.
Top: Trivy, SonarQube
10 products matchedView scenarioBudget BI & analytics
Analytics / BI tools ranked by value: affordable and open-source dashboards and reporting.
Top: Metabase, Preset
8 products matchedView scenarioBudget cloud cost management
Cloud-cost tools ranked by value: affordable and open-source ways to track and cut cloud spend.
Top: Kubecost, nOps
13 products matchedView scenarioBudget error tracking
Error-tracking tools ranked by value: affordable and self-hostable crash / exception monitoring.
Top: GlitchTip, Sentry
9 products matchedView scenarioBudget ETL & data pipelines
ETL / data-pipeline tools ranked by value: affordable and open-source data integration.
Top: Airbyte, Meltano
12 products matchedView scenarioBudget feature flags
Feature-flag platforms ranked by value: affordable and open-source flagging without enterprise pricing.
Top: Flagsmith, GrowthBook
11 products matchedView scenarioBudget managed hosting
Managed hosts ranked by price: the most affordable fully-managed hosting that still runs the server for you.
Top: InMotion Hosting, Nexcess
9 products matchedView scenarioBudget ML platform
ML platforms ranked by value: the most affordable managed training, hosting, and fine-tuning.
Top: Anyscale, BentoML
18 products matchedView scenarioBudget monitoring for a small team
Monitoring and APM tools that offered a free tier at last review, ordered by that and entry price.
Top: Coroot, Grafana Cloud
10 products matchedView scenarioBudget vulnerability scanning
Vulnerability scanners ranked by value: affordable and open-source options for finding security holes.
Top: Greenbone, Holm Security
7 products matchedView scenarioCDNs with a free-tier option
CDNs that listed a free tier when last reviewed, ordered by that, startup pricing, and edge coverage.
Top: Amazon CloudFront, Cloudflare
9 products matchedView scenarioCheapest DNS hosting
DNS and edge providers ranked by value, including some free when last reviewed, with anycast.
Top: Cloudflare DNS, Bunny DNS
8 products matchedView scenarioCheapest GPU cloud
GPU clouds ranked by price: the cheapest on-demand H100 / A100 compute for training and inference.
Top: Vast.ai, RunPod
14 products matchedView scenarioCheapest object storage
Object storage ranked by starting price: cheap S3-compatible buckets for backups and assets.
Top: Backblaze B2, Cloudflare R2
17 products matchedView scenarioCheapest password manager
Password managers ranked by value, including some free when last reviewed, for individuals and small teams.
Top: Bitwarden, NordPass
8 products matchedView scenarioCheapest server control panel
Server control panels ranked by price, including some that listed a free option when last reviewed.
Top: GridPane, xCloud
14 products matchedView scenarioCheapest serverless functions
Serverless function platforms ranked by price and startup fit: pay-per-use compute without a server bill.
Top: Google Cloud Run, Cloudflare Workers
9 products matchedView scenarioCheapest SMS & texting API
SMS / voice providers ranked by value: the cheapest per-message texting and voice APIs.
Top: Bird, Plivo
11 products matchedView scenarioCheapest uptime monitoring
Uptime and status tools ranked by value, including free checks and status pages noted at last review.
Top: Uptime Kuma, UptimeRobot
11 products matchedView scenarioCheapest VPN
VPNs ranked by value: the best privacy per dollar, including budget and long-term plans.
Top: Proton VPN, CyberGhost
8 products matchedView scenarioCheapest VPS for a side project
VPS hosts ranked by starting price: cheap virtual servers for side projects and small apps.
Top: Hetzner, Civo
19 products matchedView scenarioCheapest WordPress hosting
Managed WordPress hosts ranked by price: affordable WordPress hosting for blogs and small sites.
Top: WordPress.com, Flywheel
13 products matchedView scenarioCheapest ZTNA / mesh VPN
Zero-trust and mesh-VPN tools ranked by value, including free tiers noted at last review, for small teams.
Top: NetBird, Cloudflare Access
8 products matchedView scenarioCI/CD with a free-tier option
CI/CD platforms that listed a free tier when last reviewed, ordered by that and startup pricing.
Top: Bitbucket Pipelines, GitHub Actions
9 products matchedView scenarioLow-cost hosts for startups
Cloud hosts ranked by starting price, ease of use, and startup fit.
Top: Clever Cloud, DigitalOcean
46 products matchedView scenario
Getting started
Managed databases for startups
Managed databases that listed a free tier when last reviewed, ordered by that, serverless scaling, and entry price.
Top: Neon, Amazon DynamoDB
13 products matchedView scenarioStatic-site & JAMstack hosting
App-hosting platforms ranked by price and startup fit: deploy static sites and JAMstack front-ends.
Top: Clever Cloud, DigitalOcean App Platform
20 products matchedView scenario
Compliance & security
Audited, no-log VPNs
VPNs ranked by independent audits, RAM-only servers, open-source clients, and privacy jurisdiction.
Top: Mullvad, Proton VPN
8 products matchedView scenarioAuth & login for a new app
Customer-identity platforms ordered by entry price and a free tier noted at last review.
Top: Clerk, Firebase Authentication
12 products matchedView scenarioCloud-native SIEM
SIEM platforms ordered by cloud-native delivery, deployment flexibility, and a free tier noted at last review.
Top: LimaCharlie, Sumo Logic
15 products matchedView scenarioEnterprise SSO & SAML
Identity platforms ranked by SSO, SCIM, and MFA completeness: workforce SSO / SAML for the enterprise.
Top: Google Cloud Identity, Microsoft Entra ID
7 products matchedView scenarioEnterprise-ready & compliant hosts
Cloud hosts ranked by the breadth of compliance certifications they hold.
Top: Amazon Web Services, AWS App Runner
49 products matchedView scenarioHIPAA-eligible cloud hosting
Cloud hosts whose stored compliance data includes HIPAA, ranked by certification breadth and enterprise readiness.
Top: Amazon Web Services, Google Cloud
18 products matchedView scenarioPCI-compliant infrastructure
Cloud hosts whose stored compliance data includes PCI-DSS, ranked by certification breadth and enterprise readiness.
Top: Amazon Web Services, Google Cloud
21 products matchedView scenarioSOC 2 / audit-ready compliance
Compliance-automation tools ranked by framework coverage: get SOC 2 / ISO audit-ready faster.
Top: Drata, Hyperproof
6 products matchedView scenario
Scaling & performance
Edge & low-latency delivery
DNS / edge providers ranked by anycast performance and latency: fast global resolution and delivery.
Top: Amazon Route 53, Cloudflare DNS
8 products matchedView scenarioGlobal scale & reach
Cloud hosts ranked by region and availability-zone coverage.
Top: Google Cloud, Microsoft Azure
49 products matchedView scenarioHigh-performance GPU compute
GPU clouds ranked by bare-metal, spot, and per-second flexibility: performance compute for training and inference.
Top: RunPod, Modal
14 products matchedView scenario
Data & ML
Data warehouse for a startup
Data warehouses that listed a free tier when last reviewed, ordered by that and entry price.
Top: Google BigQuery, MotherDuck
8 products matchedView scenarioEnd-to-end ML platforms
ML platforms ranked by how completely they cover the workflow: managed training, model hosting, fine-tuning…
Top: Hugging Face, Amazon SageMaker
18 products matchedView scenarioOpen-source streaming & messaging
Streaming platforms ranked by open-source licensing, self-hosting, and Kafka compatibility…
Top: StreamNative, Confluent Cloud
7 products matchedView scenarioVector database for RAG
Vector databases ranked by managed service and hybrid search: embeddings storage for RAG and semantic search.
Top: Chroma, LanceDB
10 products matchedView scenario
DevOps & engineering
Full-stack observability platforms
Monitoring/APM tools ranked by breadth: application tracing, infrastructure, logs…
Top: Datadog, Grafana Cloud
10 products matchedView scenarioManaged Kubernetes hosting
Cloud providers ranked by managed Kubernetes maturity…
Top: Amazon Web Services, Google Cloud
49 products matchedView scenarioMulti-cloud cost visibility
Cloud cost tools ranked by multi-cloud and Kubernetes cost coverage, anomaly detection…
Top: Apptio Cloudability, CloudHealth
13 products matchedView scenarioOpen-source log management
Log-management tools ordered by open-source licensing, self-hosting, and a free tier noted at last review.
Top: Elastic (ELK), Grafana Loki
11 products matchedView scenarioOpen-source, self-hostable CI/CD
CI/CD tools ranked by open-source licensing, self-hosting, and container-native support.
Top: Drone CI, GitLab CI/CD
9 products matchedView scenarioSelf-hosted virtualization / private cloud
Virtualization platforms for building your own private cloud, ranked by open-source licensing, free availability…
Top: Proxmox VE, OpenStack
5 products matchedView scenario
Comms & messaging
Omnichannel SMS, voice & WhatsApp
SMS/voice providers ranked by channel breadth (SMS, voice, WhatsApp, and short codes) to reach users everywhere.
Top: Bandwidth, Bird
11 products matchedView scenarioTransactional email for startups
Email APIs that listed a free tier when last reviewed, ordered by that, developer focus, and entry price.
Top: Brevo, MailerSend
9 products matchedView scenario