Implement Clay reference architecture with best-practice project layout. Use when designing new Clay integrations, reviewing project structure, or establishing architecture standards for Clay applications. Trigger with phrases like "clay architecture", "clay best practices", "clay project structure", "how to organize clay", "clay layout".
Production architecture for Clay-based lead enrichment and go-to-market data operations. Covers the three integration patterns (webhook-only, webhook + HTTP API, and full Enterprise API), table schema design, and CRM synchronization flows.
Pattern A: Webhook-Only (All Plans)
──────────────────────────────────────
Your App ──POST──> Clay Webhook ──> Clay Table ──> Enrichment
│
Manual export via CSV
or native CRM action
Pattern B: Webhook + HTTP API Callback (Growth+ Plans)
──────────────────────────────────────────────────────
Your App ──POST──> Clay Webhook ──> Clay Table ──> Enrichment
│
HTTP API Column
│
POST to your app
│
CRM / DB
Pattern C: Full Automation with Enterprise API (Enterprise)
──────────────────────────────────────────────────────────
Your App ──POST──> Clay Webhook ──> Clay Table ──> Enrichment
│ │
│ HTTP API Column
│ │
└──Enterprise API──> Person/Company lookup POST to your app
(lightweight, fast) │
CRM / DB
Standard Lead Enrichment Table:
┌─────────────────────────────────────────────────────────────┐
│ CLAY TABLE: Outbound Leads │
├─────────────┬───────────────┬──────────────────────────────┤
│ Input Cols │ Enrichment │ AI + Formula + Output │
├─────────────┼───────────────┼──────────────────────────────┤
│ domain │ Company Name │ ICP Score (formula) │
│ first_name │ Employee Count│ Lead Tier (formula: A/B/C) │
│ last_name │ Industry │ Personalized Opener (AI) │
│ source │ Tech Stack │ Recent News (Claygent) │
│ linkedin_url│ Work Email │ CRM Push (HTTP API) │
│ │ Job Title │ Outreach Push (HTTP API) │
│ │ Phone Number │ │
│ │ LinkedIn URL │ │
└─────────────┴───────────────┴──────────────────────────────┘
Column execution order (left to right):
1. Company enrichment (Clearbit) ─ fast, provides context for later columns
2. Person enrichment (Apollo/PDL) ─ medium speed
3. Email waterfall (Apollo > Hunter) ─ conditional: requires domain + name
4. Phone lookup (if needed) ─ conditional: ICP Score >= 80
5. ICP Score formula ─ instant, computes from enriched data
6. Claygent research ─ slow, conditional: ICP Score >= 60
7. AI personalization ─ conditional: ICP Score >= 70
8. CRM push (HTTP API) ─ conditional: ICP Score >= 70 + has email
# Recommended waterfall configuration
email_waterfall:
strategy: "cheapest-first, stop-on-match"
providers:
- name: apollo
credits: 2
coverage: ~70%
speed: fast
- name: hunter
credits: 2
coverage: ~60%
speed: fast
combined_coverage: ~83%
max_credits: 4
company_enrichment:
strategy: "single provider"
provider: clearbit
credits: 2
coverage: ~90%
fallback: apollo (if Clearbit returns empty)
person_enrichment:
strategy: "primary + fallback"
providers:
- name: apollo
credits: 2
- name: people_data_labs
credits: 3
# Clay Formula Column: ICP Score (0-100)
LET(
# Company size scoring (0-30)
size, IF(Employee Count > 1000, 30,
IF(Employee Count > 200, 25,
IF(Employee Count > 50, 15,
IF(Employee Count > 10, 5, 0)))),
# Industry match (0-30)
industry, IF(OR(
Industry = "Software",
Industry = "Technology",
Industry = "SaaS",
Industry = "Information Technology"
), 30, IF(OR(
Industry = "Financial Services",
Industry = "Healthcare"
), 20, 10)),
# Title seniority (0-25)
title, IF(OR(
CONTAINS(Job Title, "CEO"), CONTAINS(Job Title, "CTO"),
CONTAINS(Job Title, "VP"), CONTAINS(Job Title, "C-Suite")
), 25, IF(OR(
CONTAINS(Job Title, "Director"), CONTAINS(Job Title, "Head of")
), 20, IF(
CONTAINS(Job Title, "Manager"), 10, 5
))),
# Data completeness (0-15)
data, IF(ISNOTEMPTY(Work Email), 10, 0) +
IF(ISNOTEMPTY(Phone Number), 5, 0),
size + industry + title + data
)
# Lead Tier Column
IF(ICP Score >= 80, "A",
IF(ICP Score >= 60, "B",
IF(ICP Score >= 40, "C", "D")))
# HubSpot integration via HTTP API column
crm_sync:
trigger: "ICP Score >= 70 AND ISNOTEMPTY(Work Email)"
method: POST
url: "https://api.hubapi.com/crm/v3/objects/contacts"
dedup_key: email # Prevent duplicate contacts
field_mapping:
email: "{{Work Email}}"
firstname: "{{first_name}}"
lastname: "{{last_name}}"
company: "{{Company Name}}"
jobtitle: "{{Job Title}}"
hs_lead_status: "NEW"
clay_icp_score: "{{ICP Score}}"
clay_enrichment_date: "{{_clay_enriched_at}}"
# Alternative: Use Clay's native HubSpot/Salesforce action columns
# (simpler setup, fewer credits, built-in dedup)
native_crm_action:
type: "HubSpot: Create/Update Contact"
dedup: "Match on email"
auto_run: true
condition: "ICP Score >= 70"
| Issue | Cause | Solution | |-------|-------|----------| | Enrichment credits exhausted | Too many lookups per row | Use conditional runs, connect own API keys | | Duplicate CRM records | No dedup key in CRM push | Use email as unique identifier | | Low email coverage | Single provider waterfall | Add second provider (Apollo + Hunter) | | Slow table processing | Too many enrichment columns | Add conditional runs, order by speed | | Stale enrichment data | No re-enrichment schedule | Re-run quarterly on existing contacts |
Document the approved lead-enrichment architecture: data sources and purposes, provider and CRM boundaries, deduplication key, qualification policy, retention and access controls, monitoring, cost guardrails, and incident/rollback owner. Treat a table or CRM sync as production-ready only after its observed records, permissions, and failure behavior match the reviewed design.
Build a staging table with synthetic leads, require a valid email and approved ICP threshold before any CRM action, and prove that repeated events update the same CRM record rather than creating duplicates. If enrichment quality or the consent basis is unclear, suppress sync and resolve the data-policy decision before importing the source to production.
For multi-environment configuration, see clay-multi-env-setup.
下载完整 Skill 目录,包含 SKILL.md 及所有相关文件
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Start voice calls via the OpenClaw voice-call plugin.
Notion API for creating and managing pages, databases, and blocks.
Gemini CLI for one-shot Q&A, summaries, and generation.
Category:developer