Company or project name: ScaleOps Studio Current automation tools: Zapier, Make, Airtable, Google Sheets Workflow list: 1. New lead from website form to HubSpot, Slack, and Google Sheets 2. Paid customer from Stripe to onboarding email sequence and Airtable 3. Shopify order to fulfillment spreadsheet and internal Slack alert 4. Support ticket created in helpdesk to Airtable and Slack 5. Weekly revenue report from Stripe, Shopify, and Google Sheets 6. Failed payment alert from Stripe to Slack and CRM task 7. New customer onboarding checklist generated in Airtable Business process areas: Sales, marketing, customer onboarding, e-commerce fulfillment, support, finance reporting Critical workflows: Paid customer onboarding, Shopify order fulfillment, failed payment alerts, weekly revenue reporting Current monthly automation cost: Approximately $1,150 per month across Zapier and Make Task volume: High for Shopify orders and CRM updates. Medium for onboarding. Low for weekly reporting. Known failures: Shopify fulfillment workflow sometimes duplicates rows. Paid customer onboarding occasionally fails when Airtable is unavailable. Weekly revenue report requires manual correction. Error handling: Mostly email alerts from Zapier/Make. No central error dashboard. Retry behavior: Inconsistent. Some workflows retry automatically, others require manual replay. Data sources: Website forms, Stripe, Shopify, HubSpot, helpdesk, Airtable, Google Sheets Destination systems: HubSpot, Slack, Airtable, Google Sheets, email platform, fulfillment team APIs involved: Stripe API, Shopify API, HubSpot API, Slack API, helpdesk API Webhooks involved: Website form webhook, Stripe payment webhook, Shopify order webhook Airtable or spreadsheet role: Airtable is used as an onboarding operations database. Google Sheets is used for fulfillment tracking and weekly reporting. Credentials ownership: Mixed ownership across founder account, operations manager account, and agency account. Security or compliance concerns: Customer data and payment event data move through several tools. Credential ownership is unclear. Team technical capacity: Small engineering team with one backend developer and one operations manager. Preferred target: Hybrid architecture with n8n self-hosted where appropriate, backend scripts for reports, queues for critical fulfillment and onboarding workflows. Downtime tolerance: None for paid customer onboarding and Shopify fulfillment. Low for reporting. Need output: Audit, cost-reduction plan, migration roadmap, architecture plan, AI coding tasks, and JSON plan Special constraints: Avoid big-bang migration. Keep simple low-risk workflows in no-code if migration is not worth it.

=== AUTOMATION MIGRATION AUDIT === Company/project: ScaleOps Studio Current tools: Zapier, Make, Airtable, Google Sheets Business process areas: Sales, marketing, customer onboarding, e-commerce fulfillment, support, finance reporting Current automation problem: The company has grown beyond a purely no-code automation stack. Several workflows are now business-critical, high-volume, difficult to debug, and expensive to run. Credential ownership is mixed across multiple accounts, and error visibility is fragmented. Automation inventory summary: 1. New lead from website form to HubSpot, Slack, and Google Sheets Current risk: Medium Recommendation: Optimize or migrate to n8n if cost is meaningful. This is a standard lead routing workflow and may remain visual if volume and cost are manageable. 2. Paid customer from Stripe to onboarding email sequence and Airtable Current risk: Critical Recommendation: Move toward queue-based backend worker or event-driven onboarding workflow. This workflow is business-critical because it starts the customer journey after payment. 3. Shopify order to fulfillment spreadsheet and internal Slack alert Current risk: High to critical Recommendation: Move fulfillment logic away from Google Sheets dependency and into a queue-backed workflow with idempotency, audit logs, and alerting. Keep Slack alerts as a notification layer, not the source of truth. 4. Support ticket created in helpdesk to Airtable and Slack Current risk: Medium Recommendation: Migrate to n8n or optimize in current tool depending on volume. This is a good candidate for visual workflow control. 5. Weekly revenue report from Stripe, Shopify, and Google Sheets Current risk: Medium Recommendation: Move to backend script with scheduled execution, validation, and report output. This is deterministic and easier to test in code. 6. Failed payment alert from Stripe to Slack and CRM task Current risk: High Recommendation: Move to event-driven or queue-backed workflow. Failed payment events affect revenue recovery and should have reliable retries and clear audit logs. 7. New customer onboarding checklist generated in Airtable Current risk: High Recommendation: Keep Airtable as an operations interface if useful, but move the trigger and business logic into a controlled workflow with retries and failure alerts. Cost drivers: - High task volume from Shopify order and CRM update workflows - Repeated actions across Zapier and Make - Google Sheets used as an operational hub - Manual corrections after failed workflows - Duplicate workflow logic across tools - Premium integrations and high task usage - Lack of early filtering and batching in some workflows Fragility drivers: - Mixed credential ownership - Inconsistent retry behavior - Airtable availability affecting onboarding - Google Sheets used for fulfillment state - No central error dashboard - Duplicate row creation in fulfillment workflow - Manual correction required for revenue reporting - No clear idempotency strategy Security and ownership risks: - Credentials spread across founder, operations manager, and agency accounts - Customer and payment event data pass through several third-party tools - No clear automation owner for each workflow - No centralized audit model - No documented access review process Recommended target architecture: Hybrid enterprise automation architecture Target components: - n8n self-hosted for moderate-complexity visual workflows - queue-backed backend workers for critical onboarding, fulfillment, and failed payment events - scheduled backend scripts for reporting - API-first integrations for Stripe, Shopify, HubSpot, helpdesk, Slack, and Airtable - Airtable as an operations interface where useful, not as the only source of automation logic - centralized logging and alerting - workflow ownership registry - credential governance - retry and dead-letter handling for critical jobs Why this target: The team has one backend developer and one operations manager, which is enough for a hybrid approach. Fully custom microservices would likely be excessive at this stage, while staying fully on Zapier/Make would preserve cost and fragility issues. === WORKFLOW MIGRATION CANDIDATE TABLE === Workflow: Paid customer onboarding from Stripe to email sequence and Airtable Current tool: Zapier/Make Business process: Customer onboarding Criticality: Critical Cost impact: Medium Fragility: High Recommended target: Queue worker or event-driven onboarding workflow Priority: Critical First safe step: Document current trigger, payload, Airtable fields, email sequence logic, retry behavior, and failure cases. Create sample Stripe payment event payloads. Risks: Duplicate onboarding, missed onboarding, customer confusion, failed Airtable writes, payment data sensitivity. Owner: Backend developer plus operations manager Workflow: Shopify order to fulfillment spreadsheet and Slack alert Current tool: Zapier/Make plus Google Sheets Business process: E-commerce fulfillment Criticality: High to critical Cost impact: High Fragility: High Recommended target: Queue-backed fulfillment worker with idempotency and audit logs Priority: High First safe step: Create fulfillment event inventory and identify why duplicate rows occur. Risks: Missed shipments, duplicate fulfillment entries, customer delays, manual correction burden. Owner: Backend developer plus fulfillment operations owner Workflow: Weekly revenue report Current tool: Google Sheets plus automation tools Business process: Finance reporting Criticality: Medium Cost impact: Medium Fragility: Medium Recommended target: Scheduled backend script Priority: Medium First safe step: Document current formulas, data sources, filters, and expected report format. Risks: Incorrect revenue report, manual correction, mismatched data. Owner: Backend developer plus finance/reporting owner Workflow: New lead from website form to HubSpot, Slack, and Google Sheets Current tool: Zapier Business process: Sales and marketing Criticality: Medium Cost impact: Medium Fragility: Medium Recommended target: Optimize no-code first or migrate to n8n later Priority: Medium First safe step: Add filters and remove unnecessary Google Sheets write if not used. Risks: Lost leads, duplicate CRM records, unnecessary task consumption. Owner: Operations manager === NO-CODE TO ENTERPRISE MIGRATION ROADMAP === Target architecture: Hybrid architecture with n8n self-hosted, queue-backed backend workers, scheduled scripts, API integrations, and retained low-risk no-code workflows where appropriate. Migration strategy: Avoid big-bang migration. Start with discovery, stabilize existing workflows, migrate low-risk workflows first, then carefully move critical workflows with shadow mode, idempotency, monitoring, and rollback. Phase 0 — Discovery: Goals: - Build full automation inventory - Map triggers, actions, systems, owners, credentials, costs, and failure history - Identify critical workflows - Identify duplicate logic - Identify no-code workflows that should stay Tasks: - Export Zapier and Make workflow lists - Document Airtable schema and automation usage - Document Google Sheets used as workflow hubs - Collect billing and task volume reports - Collect error logs and incident notes - Assign business and technical owners Exit criteria: - Every workflow has an owner, criticality rating, cost rating, fragility rating, and migration recommendation Phase 1 — Stabilization: Goals: - Reduce immediate cost and risk without migration - Improve visibility and ownership Tasks: - Rename workflows consistently - Remove unused automations - Add filters before expensive actions - Consolidate duplicate workflows - Centralize credential ownership - Add available error alerts - Document manual recovery procedures Exit criteria: - Obvious waste is removed - Critical workflows are documented - Credential ownership is clarified Phase 2 — Candidate selection: Goals: - Choose safe migration order Migration order: 1. Weekly revenue report to scheduled backend script 2. Support ticket workflow to n8n 3. Lead routing workflow optimization or n8n migration 4. Failed payment workflow to queue/event model 5. Paid customer onboarding to queue/event model 6. Shopify fulfillment workflow to queue-backed worker Exit criteria: - Migration candidates approved by business and technical owners - Test cases and rollback plan created for each candidate Phase 3 — Target foundations: Goals: - Prepare enterprise automation foundation Tasks: - Set up n8n self-hosted if approved - Define backup and update policy - Define credential storage policy - Create workflow naming conventions - Create central logging model - Design queue worker architecture - Define event payloads for Stripe and Shopify - Define dead-letter handling - Define monitoring dashboard and alerts Exit criteria: - Foundation is ready for low-risk migration - Logging and rollback approach is defined Phase 4 — Low-risk migration: Goals: - Prove migration approach Tasks: - Move weekly revenue report to dry-run backend script - Compare output against Google Sheets report - Move support ticket workflow to n8n in shadow mode if possible - Validate alerts and logs Exit criteria: - New workflows match old outputs - Owners approve behavior - Rollback path is documented Phase 5 — Critical workflow migration: Goals: - Migrate business-critical workflows safely Tasks: - Create event payload schemas for Stripe and Shopify events - Add idempotency keys - Build queue-backed workers - Run in shadow mode - Compare outputs with Zapier/Make - Switch one low-risk segment first - Monitor errors, latency, duplicates, and missing events Exit criteria: - Critical workflows process correctly - No duplicate fulfillment rows - Failed jobs are visible - Rollback is available Phase 6 — Legacy cleanup: Goals: - Reduce vendor cost and remove duplicated logic Tasks: - Disable old workflows only after validation - Archive old workflow configs - Update documentation - Review billing reduction - Schedule quarterly automation audit Exit criteria: - Legacy workflows are safely retired - Costs are reduced - Ownership and documentation are current === COST REDUCTION PLAN === Main cost drivers: - High-volume Shopify order workflows - CRM update workflows - Duplicated Zapier and Make logic - Google Sheets writes that may not be needed - Manual re-runs after failures - Premium tool usage across multiple platforms Quick wins: - Remove unused workflows - Add filters before expensive actions - Consolidate duplicate notifications - Reduce unnecessary Google Sheets writes - Move weekly reporting to scheduled script - Move high-volume order processing away from task-metered tools Longer-term savings: - Migrate high-volume workflows to queue-backed workers - Use n8n for moderate visual workflows - Keep only low-risk, low-volume convenience automations in no-code === AI CODING AGENT IMPLEMENTATION PLAN === Goal: Replace fragile and high-cost no-code workflows with a controlled hybrid automation architecture. Operating constraints: - Do not delete or disable existing Zapier/Make workflows during early phases. - Do not use real credentials in code. - Do not process production payments or orders without approval. - Use sample payloads and dry-run mode first. - Every critical workflow must have rollback notes. - Human review is required for production switchovers. Task 1: Title: Create automation inventory table Objective: Convert the workflow list into a structured table with tool, trigger, destination, owner, cost impact, criticality, fragility, and recommended target. Allowed changes: Documentation only. Forbidden changes: No production workflow changes. Validation: Operations owner reviews inventory. Risk: Low Human review: Yes Task 2: Title: Document Shopify fulfillment duplicate-row issue Objective: Identify likely causes of duplicate spreadsheet rows and define idempotency requirements. Allowed changes: Documentation and test cases only. Forbidden changes: No production workflow changes. Validation: Fulfillment owner confirms duplicate scenarios. Risk: Low Human review: Yes Task 3: Title: Create Stripe payment event payload schema Objective: Define a structured schema for paid customer onboarding and failed payment events. Allowed changes: Schema documentation only. Forbidden changes: No production event processing. Validation: Backend developer reviews schema. Risk: Low Human review: Yes Task 4: Title: Design queue worker specification for onboarding Objective: Define worker responsibilities, retry policy, idempotency key, error handling, and dead-letter behavior. Allowed changes: Specification only. Forbidden changes: No production execution. Validation: Technical owner approves specification. Risk: Medium Human review: Yes Task 5: Title: Implement reporting script dry run Objective: Create a scheduled report script that reads sample Stripe and Shopify data and produces the same weekly report output as the Google Sheets workflow. Allowed changes: Local or staging implementation only. Forbidden changes: No production sends. No changes to existing report workflow. Validation: Compare script output against current report. Risk: Medium Human review: Yes === JSON MIGRATION PLAN === { "company": "ScaleOps Studio", "current_tools": [ "Zapier", "Make", "Airtable", "Google Sheets" ], "business_processes": [ "sales", "marketing", "customer onboarding", "e-commerce fulfillment", "support", "finance reporting" ], "target_architecture": "hybrid enterprise automation architecture with n8n, backend scripts, queue workers, APIs, and retained low-risk no-code workflows", "assumptions": [ "Workflow exports are not yet fully provided.", "Monthly cost is approximately $1,150.", "The team has one backend developer and one operations manager.", "Critical workflows require no downtime." ], "workflow_inventory": [ { "workflow_name": "Paid customer from Stripe to onboarding email sequence and Airtable", "current_tool": "Zapier or Make", "business_process": "customer onboarding", "trigger": "Stripe payment event", "systems_involved": [ "Stripe", "email platform", "Airtable" ], "criticality": "critical", "monthly_volume": "medium", "cost_impact": "medium", "fragility": "high", "data_sensitivity": "high", "current_error_handling": "email alerts and manual correction", "recommended_target": "queue_worker", "priority": "critical", "first_safe_step": "Document current trigger, payload, Airtable fields, email sequence logic, retry behavior, and failure cases.", "risks": [ "missed onboarding", "duplicate onboarding", "customer confusion", "failed Airtable writes", "payment event sensitivity" ], "owner": "backend developer plus operations manager" }, { "workflow_name": "Shopify order to fulfillment spreadsheet and internal Slack alert", "current_tool": "Zapier or Make plus Google Sheets", "business_process": "e-commerce fulfillment", "trigger": "Shopify order event", "systems_involved": [ "Shopify", "Google Sheets", "Slack" ], "criticality": "high", "monthly_volume": "high", "cost_impact": "high", "fragility": "high", "data_sensitivity": "medium", "current_error_handling": "manual correction", "recommended_target": "queue_worker", "priority": "high", "first_safe_step": "Create fulfillment event inventory and identify why duplicate rows occur.", "risks": [ "missed shipments", "duplicate fulfillment entries", "customer delivery delays", "manual correction burden" ], "owner": "backend developer plus fulfillment operations owner" }, { "workflow_name": "Weekly revenue report from Stripe, Shopify, and Google Sheets", "current_tool": "Google Sheets and no-code automations", "business_process": "finance reporting", "trigger": "weekly schedule", "systems_involved": [ "Stripe", "Shopify", "Google Sheets" ], "criticality": "medium", "monthly_volume": "low", "cost_impact": "medium", "fragility": "medium", "data_sensitivity": "medium", "current_error_handling": "manual correction", "recommended_target": "backend_script", "priority": "medium", "first_safe_step": "Document current formulas, data sources, filters, and expected report format.", "risks": [ "incorrect reporting", "manual correction", "mismatched data" ], "owner": "backend developer plus finance owner" } ], "migration_phases": [ { "phase": "Phase 0", "name": "Discovery and inventory", "goals": [ "map all workflows", "identify owners", "classify criticality", "identify cost and fragility drivers" ], "tasks": [ "export Zapier and Make workflow lists", "document Airtable schema", "collect billing reports", "collect failure logs" ], "exit_criteria": [ "all workflows have owner, risk rating, cost rating, and migration recommendation" ], "rollback_notes": [ "no production changes in this phase" ] }, { "phase": "Phase 1", "name": "Stabilization", "goals": [ "reduce immediate waste", "improve ownership", "reduce obvious fragility" ], "tasks": [ "remove unused workflows", "add filters", "consolidate duplicates", "document credentials", "add alerts" ], "exit_criteria": [ "critical workflows documented", "credential ownership clarified", "quick-win cost reductions identified" ], "rollback_notes": [ "keep original workflows active unless changes are approved" ] } ], "architecture_components": [ "n8n self-hosted for moderate visual workflows", "backend scripts for scheduled deterministic reports", "queue workers for critical onboarding and fulfillment", "API integrations for Stripe, Shopify, HubSpot, helpdesk, Slack, and Airtable", "central logging", "monitoring and alerts", "dead-letter queue", "credential governance" ], "monitoring_requirements": [ "execution logs", "error logs", "retry logs", "failed job queue", "owner alerts", "volume metrics", "latency metrics", "dead-letter queue monitoring" ], "security_requirements": [ "central credential ownership", "no credentials in spreadsheets", "access review", "environment separation", "approved secret management", "audit trail for critical workflows" ], "success_metrics": [ "automation cost reduction", "reduced manual corrections", "reduced failed workflows", "fewer duplicate fulfillment rows", "improved workflow ownership", "faster incident detection", "documented rollback paths" ] }