Staxly

MongoDB Atlas vs Helicone

Managed MongoDB with search, vector, stream processing
vs. Open-source LLM observability — 1-line integration via proxy

MongoDB AtlasHelicone website

Pricing tiers

MongoDB Atlas

M0 — Free
Shared cluster, 512 MB storage, 100 ops/sec, 32 MB sort memory. Learning/exploration.
Free
Flex — Serverless
Autoscales 0-500 ops/sec. 5 GB storage. Pay-as-you-go, up to ~$30/mo.
$8/mo
M2 — Shared
Shared, 2 GB storage. Staging / small apps.
$9/mo
M5 — Shared
Shared, 5 GB storage.
$25/mo
M10 — Dedicated
2 GB RAM, 2 vCPU, 10-128 GB storage. First dedicated tier.
$57/mo
M20 — Dedicated
4 GB RAM, 2 vCPU, 20-256 GB storage.
$144/mo
M30 — Dedicated
8 GB RAM, 2 vCPU, 40-512 GB storage.
$389/mo
M40 — Dedicated
16 GB RAM, 4 vCPU, 80 GB-1 TB storage.
$749/mo
M50 — Dedicated
32 GB RAM, 8 vCPU, 160 GB-4 TB storage.
$1440/mo
M60 — Dedicated
64 GB RAM, 16 vCPU.
$2844/mo
M80 — Dedicated
128 GB RAM, 32 vCPU, 750 GB-4 TB.
$5256/mo
M300 — Dedicated
384 GB RAM, 96 vCPU.
$15732/mo
Enterprise
Multi-region Advanced, private network, BYOK, dedicated support.
Custom
MongoDB Atlas

Helicone

Hobby (Free)
10,000 requests/month. 7-day retention. 1 seat. Basic monitoring.
Free
Startup Discount
<2 years, <$5M funding: 50% off first year.
$0 base (usage-based)
Self-Hosted (OSS)
MIT-licensed. Run Helicone yourself for free.
$0 base (usage-based)
Pro
$79/month. 10k free + usage-based. Unlimited seats. Alerts, reports, HQL query language. 1-month retention.
$79/mo
Team
$799/month. 5 orgs, SOC-2 + HIPAA compliance, dedicated Slack, 3-month retention.
$799/mo
Enterprise
Custom MSA, SAML SSO, on-prem deploy, bulk discounts, forever retention.
Custom
Helicone website

Free-tier quotas head-to-head

Comparing m0 on MongoDB Atlas vs hobby on Helicone.

MetricMongoDB AtlasHelicone
backups0 backups
ops per sec100 ops/sec
sort memory mb32 MB
storage gb0.5 GB

Features

MongoDB Atlas · 14 features

  • Atlas App ServicesBackend-as-a-service: Functions, HTTPS endpoints, users + auth, sync.
  • Atlas ChartsEmbedded dashboards + visualizations from Atlas data.
  • Atlas DatabaseCore MongoDB with automated backups, monitoring, scaling on AWS/Azure/GCP.
  • Atlas Data FederationQuery across Atlas, S3, and HTTP endpoints in one pipeline.
  • Atlas Device Sync (Realm)Offline-first mobile DB that syncs bidirectionally with Atlas.
  • Atlas SearchApache Lucene-based full-text search integrated into MongoDB aggregation pipelin
  • Atlas Stream ProcessingContinuous processing of MongoDB change streams + Kafka. Pipeline aggregations o
  • Atlas TriggersDatabase change triggers, scheduled triggers. Run Atlas Functions (Node.js).
  • Atlas Vector SearchVector similarity search via $vectorSearch operator. HNSW index. Up to 4096 dims
  • BYOK EncryptionBring your own KMS key (AWS KMS, Azure Key Vault, GCP KMS).
  • Data APIRead/write via REST. Alternative to drivers for edge/serverless.
  • Multi-Region ClustersSingle cluster distributed across multiple regions for HA + low latency.
  • Online ArchiveTiered storage: automatic cold data movement to cheaper S3-backed storage.
  • Private NetworkingVPC Peering, PrivateLink, CIDR allowlist.

Helicone · 16 features

  • AlertsThresholds on error rate, latency, cost, usage. Pro+.
  • Async LoggingLog AFTER the LLM call via SDK — zero added latency.
  • Cost TrackingAutomatic cost calculation per call by provider/model.
  • DashboardRequest tables, aggregate metrics, cost breakdowns.
  • EvaluatorsLLM-as-judge + custom evaluators on runs.
  • ExperimentsA/B test different models/prompts.
  • HQL (SQL over traces)Query your logged data with SQL. Pro+.
  • PII RedactionAutomatically scrub emails, credit cards, etc. from logs.
  • Prompt CachingCache identical requests → save money.
  • Prompts & VersionsStore + version + A/B test prompts.
  • Proxy Mode1-line integration via base URL swap. Captures all requests.
  • Rate LimitingPer-user + per-key rate limit policies.
  • ReportsScheduled email reports with KPIs.
  • Self-HostingDocker + k8s deployment.
  • SessionsGroup related calls (chat sessions, agent runs).
  • User MetricsPer-user cost + usage segmentation.

Developer interfaces

KindMongoDB AtlasHelicone
CLIAtlas CLI, MongoDB Shell (mongosh)Helicone CLI
SDKAtlas Device SDK (Realm), MongoDB Go Driver, MongoDB Java Driver, MongoDB .NET/C# Driver, mongodb (Node driver), mongodb (Rust), pymongohelicone (npm), helicone-python
RESTAtlas Admin API, Atlas Data APIAsync Logging API, Helicone Proxy, Query API (HQL)
MCPMongoDB MCP Server
OTHERMongoDB Compass (GUI), MongoDB Wire ProtocolHelicone Dashboard, Webhooks
Staxly is an independent catalog of developer platforms. Some links to MongoDB Atlas and Helicone may be affiliate links — Staxly may earn a commission if you sign up through them, at no extra cost to you. Pricing is verified against vendor pages at publication time — reconfirm before buying.

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