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Compose Hybrid Spec

Pick features from multiple specs and mix them into a single build. Notifications from Slack + payments from e-commerce? Go.

Source specs

AI-Powered SaaS13 features
Admin Panelmedium

Interface Type*

Hand-coded internal pages — full control, more work
Generate admin UI from your data model
SQL dashboards + data exploration for operators

Capabilities*

View, edit, ban, and impersonate users
Review and remove flagged content
Enable/disable features per user or cohort
Track all admin actions for compliance

Tradeoffs

ComplexityAuto-generated UI selected

Faster to set up but customization hits a ceiling quickly; often needs to be replaced

LatencyFeature flags enabled

Requires a flag evaluation layer in every feature; adds latency if not cached

ComplexityAudit log enabled

Every admin action must be explicitly logged; easy to miss if not enforced at the framework level

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Analytics & Trackinglow

Tracking Scope*

Track which pages users visit
Custom event tracking (clicks, form submissions, etc.)
Track drop-off through multi-step flows
Record and replay user sessions

Analytics Provider*

Privacy-first, no third-party data sharing
Rich insights and dashboards out of the box
Clickhouse or BigQuery for full control

Tradeoffs

ComplexityThird-party provider selected

User data is shared with vendor; may require GDPR consent flow

CostSession replay enabled

Significant storage cost; must redact sensitive fields (passwords, PII)

ComplexityCustom pipeline selected

Full data ownership and unlimited retention, but requires infrastructure expertise

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Background Jobs & Queuesmedium

Queue Backend*

Jobs are rows in a Postgres/SQLite table; workers SELECT FOR UPDATE SKIP LOCKED.
Durable queue on Redis with mature worker libraries.
Purpose-built broker with durability, backpressure, and multi-consumer support.

Required Capabilities*

Recurring jobs (nightly emails, weekly reports) defined in code or a UI.
Enqueue a job to run at a specific future timestamp (trial expiry, reminder emails).
Separate queues for high-priority (user-triggered exports) vs bulk (nightly batches).
Throttle jobs that call rate-limited external APIs.

Failure & Durability*

Failed jobs retry with increasing delay; after N attempts move to a dead-letter queue for human review.
Jobs are enqueued inside DB transactions; handlers are idempotent so safe retries do not duplicate effects.

Tradeoffs

ScalabilityDatabase-backed queue at high volume

Primary DB absorbs queue write load; row-level locks contend with application queries

ComplexityRedis-backed queue without outbox

Enqueue happens outside DB transaction — jobs can run for state that was rolled back

ComplexityTransactional outbox chosen

Additional table, polling worker, and idempotency discipline — the payoff is no duplicated side effects

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File Storagemedium

Storage Backend*

Files stored on the server filesystem
AWS S3, Cloudflare R2, MinIO, etc.
Object storage + edge CDN for global delivery

File Processing

Scan uploads for malware before storing
Auto-generate thumbnails on upload
Verify file type matches declared MIME type

Tradeoffs

ScalabilityLocal disk selected

Not horizontally scalable; lost on server replacement without backup

CostCDN-backed storage selected

Higher monthly cost; requires cache invalidation strategy

LatencyVirus scanning selected

Upload latency increases; requires AV service integration

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Multi-tenancy & Workspaceshigh

Data Isolation Model*

Every table has a tenant_id column; every query filters on it.
One Postgres schema per tenant; tables are replicated across schemas.
Each tenant gets an isolated database (sometimes isolated VPC).

Tenant Identification*

Tenant context derived from hostname; clean URLs and cookie scoping.
Tenant context read from the URL path.
One URL; user picks active tenant after login and it persists in their session.

Per-tenant Configuration

Enable/disable features for specific tenants (beta access, custom enterprise features).
Logo, colors, and optionally custom domain in tenant-facing UI.
Auth policy, session duration, data retention, allowed domains — configured per tenant.

Tradeoffs

ComplexityShared DB, shared schema

Cheapest ops and easiest queries, but a single missed tenant_id filter is a data leak

CostDatabase-per-tenant

Operational cost scales with tenant count; migrations must run against every tenant DB

ComplexitySubdomain routing

Wildcard TLS cert and DNS configuration required; vanity domains compound that

ComplexityPer-tenant feature flags

Testing surface expands — every change must consider flag combinations and tenant configs

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Notificationsmedium

Delivery Method*

Push notifications instantly as events occur
Client polls server on a fixed interval
Send email when user is offline
Native push notifications for mobile apps

User Control

Simple global on/off toggle
Separate preferences per event category
Highly granular per-item preferences

Tradeoffs

CostReal-time delivery selected

Requires persistent connection infrastructure (e.g. Redis pub/sub, WebSocket server)

LatencyPolling selected

Higher server request volume; notifications may lag by poll interval

ComplexityMobile push selected

Requires APNs/FCM credentials and certificate management

ComplexityPer-source granularity selected

Significantly more complex preference storage and UI

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Onboarding & Activationmedium

Onboarding Format*

No dedicated onboarding UI — every empty screen contains a clear primary action pointing to the next step.
A dismissible checklist ("Invite teammate • Create project • Connect integration") visible until complete.
Step-through overlays point at UI elements on first use.
User cannot access the product until they complete N configuration screens.

Personalization Signals

Ask one or two questions to route the user to a tailored first experience.
Present starter templates ('Blank', 'Team docs', 'Marketing site') as the first interaction.
Every new workspace starts with an example project the user can play with.

Activation Support

Email nudges when a user signed up but has not yet hit the key activation action (e.g. created their first project).
A persistent help button that opens relevant docs or a short walkthrough based on the current page.
Intercom-style chat surface active for new users in their first few days.

Tradeoffs

UXSetup wizard as format

Controls first-experience but introduces sign-up drop-off proportional to wizard length

ComplexityActivation emails enabled

Requires event tracking + scheduled jobs + segmentation infrastructure

CostLive chat during onboarding

Staffing cost scales with signup volume — not viable for self-serve products below a certain ACV

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Payments & Billinghigh

Billing Model*

Single charge per product or service
Monthly or annual recurring billing
Charge based on consumption (API calls, seats, etc.)

Payment Processor*

Full-featured; best-in-class developer experience
Merchant of record; handles VAT/tax automatically

Tradeoffs

ComplexitySubscription billing selected

Requires handling trial periods, dunning, proration, and cancellation flows

ComplexityUsage-based billing selected

Must instrument every billable action and send metered events to billing provider

UXPaddle selected

Less customizable checkout; Paddle acts as legal seller so you avoid VAT registration

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Public API & Webhooksmedium

API Type*

Standard JSON REST API — lowest barrier to entry
GraphQL for flexible querying alongside REST
Real-time push alongside REST for event-driven clients

API Authentication*

Simple token-based auth — easy to implement and use
Delegated access — required for third-party app integrations
Keys for server-to-server, OAuth for user-delegated access

Webhooks

No outbound webhooks
POST to a configured URL on key events
Kafka-style event stream with retries, dead-letter queue, and signatures

Tradeoffs

ComplexityGraphQL added

Powerful for clients but requires schema design discipline; N+1 queries are a common pitfall

ComplexityOAuth 2.0 selected

Enables third-party integrations but requires an authorization server and token management

ComplexityWebhook streaming selected

Event ordering, deduplication, and retry logic become your responsibility

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Rate Limiting & Abuse Preventionmedium

Rate Limit Algorithm*

Count requests per user per minute; reset at the minute boundary.
Counts over a rolling window to eliminate boundary bursts.
Each identity has a bucket that refills at a steady rate; each request consumes a token.

What to Limit By*

Limits keyed on client IP.
Limits keyed on user ID or API key.
Expensive endpoints (search, export) get lower limits than cheap ones.
Aggregate limit across all users in a workspace.

Abuse Prevention Layer

hCaptcha / Turnstile on signup, login, and password reset — triggered on threshold breach, not every request.
ML-driven client fingerprinting to score requests as human/bot before routing.
Cloudflare, AWS WAF, or Fastly with OWASP and bot rule packs in front of your origin.

Response Behavior*

Return HTTP 429 with Retry-After, X-RateLimit-Limit, and X-RateLimit-Remaining so clients back off correctly.
After threshold, delay responses by seconds instead of returning 429.

Tradeoffs

UXPer-IP limits only

False positives behind corporate NATs; attackers bypass with rotating proxies

ScalabilityPer-tenant limits enabled

Noisy-neighbor protection — one tenant cannot starve others

CostToken bucket chosen

Allows bursts but requires a per-identity bucket state in Redis — higher memory footprint

LatencyWAF added in front

Meaningful latency cost at the edge if the WAF is geographically distant from users

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Transactional Emailmedium

Delivery Provider*

Third-party email API with APIs, templates, and deliverability monitoring.
Cheapest at volume; minimal tooling built in.
Your own MTA (Postfix, Haraka) on your own IPs.

Deliverability Setup*

Authenticate your sending domain; publish a DMARC policy; monitor reports.
Consume bounce and spam-complaint webhooks; suppress invalid or unsubscribed addresses.
Different sending domains / IPs for product email vs marketing campaigns.
Your own sending IP instead of a shared pool.

Templating Approach*

Email templates live in your repo, reviewed and tested like any other code.
Templates managed in the provider dashboard; non-engineers can edit.
Single service manages email, in-app, SMS, and push with per-user preferences.

Tradeoffs

CostManaged provider chosen

Vendor cost scales with volume; deliverability expertise comes included

ComplexitySES chosen

Low per-email cost but you own deliverability operations (reputation, bounces, suppression)

ComplexitySeparate streams for marketing vs transactional

Two sending configurations and domains to maintain — worth it for deliverability isolation

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User System & Authlow

Authentication Methods*

Classic credential-based login
One-click login via email link
Sign in with Google
Sign in with GitHub
Enterprise single sign-on

Access Control*

No roles — every authenticated user has the same access
Simple two-tier access control
Custom roles with fine-grained permissions

Multi-factor Authentication

Single-factor only
Time-based one-time passwords

Tradeoffs

ComplexityOAuth providers added

Each provider requires an OAuth app registration and key rotation policy

ComplexitySAML/SSO selected

Requires IdP partnership and XML-based protocol handling; significant integration work

ComplexityRBAC selected

Permission checks must be applied consistently across every data access path

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Webhookshigh

Delivery Guarantees*

Retry failed deliveries with exponential backoff; consumers must deduplicate.
One delivery attempt; failures are logged but not retried.
Deliveries for the same resource are serialized — the next event does not fire until the previous one succeeds.

Payload Security*

Sign each payload with a per-endpoint secret; include the signature in a header the consumer verifies.
Allow two active signing secrets per endpoint so customers can roll secrets without dropping events.
Client-certificate auth on outbound requests — the consumer verifies it is you, not just signed bytes.
Document the static IPs webhooks originate from so customers can firewall-allow them.

Customer Visibility

Show each delivery attempt with status, response code, latency, and a redelivery button.
Every event type listed with payload schema, version, and example payloads.
Customer can re-send any past event on demand.

Tradeoffs

LatencyOrdered delivery chosen

One slow consumer blocks subsequent events for the same resource

CostPer-endpoint delivery log enabled

High write volume to log storage — plan for hot shards if a customer has thousands of endpoints

LatencyHMAC signatures enabled

Slight CPU cost per delivery; negligible compared to network I/O

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Summary

13 of 13 composed features enabled

Pulled from 1 source spec

Effort Estimate

10+ weeks

5+ engineers