skills/sales-skills/sales/sales-sendgrid

sales-sendgrid

Installation
SKILL.md

SendGrid Platform Help

Help the user with SendGrid (Twilio) platform questions — from transactional email via the Email API and SMTP relay through Marketing Campaigns, Dynamic Templates, Event Webhooks, Inbound Parse, domain authentication, dedicated IPs, suppressions, email testing, and integrations.

Step 1 — Gather context

Ask the user:

  1. What area of SendGrid do you need help with?

    • A) Email API — sending transactional email via REST API or SMTP relay, SDKs
    • B) Marketing Campaigns — drag-and-drop editor, single sends, automations, signup forms
    • C) Dynamic Templates — Handlebars-based transactional templates, template versioning
    • D) Domain Authentication — SPF/DKIM/DMARC setup, branded tracking links, reverse DNS
    • E) Event Webhooks — delivery events, engagement events, webhook configuration
    • F) Inbound Parse — receiving and parsing inbound email via webhook
    • G) Email Validation API — address validation, disposable domain detection
    • H) Dedicated IPs / Deliverability — IP warmup, IP pools, sender reputation
    • I) Suppressions — bounces, blocks, spam reports, unsubscribe management
    • J) Analytics / Statistics — aggregate stats, category stats, mailbox-provider stats
    • K) Account / Billing — plans, pricing, subusers, teammates, API keys
    • L) Something else — describe it
  2. What's your role?

    • A) Developer / engineer
    • B) Marketing manager / email marketer
    • C) DevOps / infrastructure
    • D) Admin / account owner
    • E) Founder / solo operator
    • F) Agency / freelancer
    • G) Other
  3. What are you trying to accomplish? (describe your specific goal or question)

If the user's request already provides most of this context, skip directly to the relevant step. Lead with your best-effort answer using reasonable assumptions (stated explicitly), then ask only the most critical 1-2 clarifying questions at the end — don't gate your response behind gathering complete context.

Note: If the user needs a specialized skill, route them there with a brief explanation of why that skill is a better fit.

Step 2 — Route or answer directly

If the request maps to a specialized skill, route:

  • General email marketing strategy / best practices -> /sales-email-marketing
  • Cross-platform email deliverability (not SendGrid-specific) -> /sales-deliverability
  • Email open/click tracking strategy -> /sales-email-tracking
  • Connecting SendGrid to other tools via Zapier or middleware -> /sales-integration
  • Funnel strategy / conversion optimization -> /sales-funnel

Otherwise, answer directly from platform knowledge using the reference below.

Step 3 — SendGrid platform reference

Provide module-by-module guidance based on the user's area:

Email API (transactional)

  • REST API: POST /v3/mail/send — send transactional email with full control over headers, content, attachments, tracking, and scheduling
  • SMTP relay: Connect any SMTP-capable application to smtp.sendgrid.net (port 587 TLS or 465 SSL) using an API key as the password
  • SDKs: Official libraries for Node.js (@sendgrid/mail), Python (sendgrid), PHP, Java, C#, Go, Ruby
  • Personalizations: Send to multiple recipients with per-recipient substitutions, headers, and categories in a single API call (up to 1,000 personalizations per request)
  • Scheduling: Schedule emails up to 72 hours in advance via the send_at parameter (Unix timestamp)
  • Attachments: Up to 20MB total message size including attachments
  • Categories: Tag emails with up to 10 categories for filtering in statistics
  • Rate limits: General API 600 req/min; mail/send endpoint supports up to 10,000 req/sec on high-volume plans

Marketing Campaigns

  • Single Sends: One-time email broadcasts to a list or segment — drag-and-drop editor or code editor
  • Automations: Trigger-based multi-step email sequences — welcome series, date-based, custom triggers
  • Signup Forms: Embedded or hosted forms to capture contacts and add them to lists
  • Segmentation: Filter contacts by engagement, demographics, custom fields, list membership — AND/OR logic
  • A/B Testing: Test subject line, content, or sender on single sends — winner selected by open rate or click rate after configurable test duration
  • Email Testing: Inbox rendering across email clients, link validation, spam testing (credit-based)
  • Design Library: Reusable content modules and templates shared across single sends and automations
  • Key distinction: Marketing Campaigns is a separate subscription from the Email API — you may need both if you send transactional and marketing email

Dynamic Templates

  • Handlebars syntax: Use {{variable}}, {{#if}}, {{#each}}, {{#unless}} for dynamic content in transactional templates
  • Template versioning: Multiple versions per template — set an active version, test new versions before activating
  • Template editor: Visual editor or code editor in the SendGrid UI
  • API usage: Pass template_id and dynamic_template_data in the mail/send request to render a template with dynamic data
  • Test data: Preview templates with test data in the UI before sending

Domain Authentication

  • SPF/DKIM: Automated DNS record generation — add CNAME records to your DNS provider to authenticate your sending domain
  • DMARC: SendGrid provides guidance but DMARC records must be configured directly in your DNS
  • Branded tracking links: Replace default SendGrid tracking URLs with your own domain (e.g., links.yourdomain.com)
  • Reverse DNS (rDNS): Map a SendGrid IP to your domain for improved deliverability — required for dedicated IPs
  • Link branding: Custom domain for click tracking and open tracking pixels
  • Automated security: SendGrid rotates DKIM keys automatically when using automated security (default)

Dedicated IPs

  • Included on: Pro+ plan (Email API) and Advanced+ plan (Marketing Campaigns)
  • IP warmup: Automated warmup mode gradually increases sending volume over the IP — recommended for new IPs
  • Manual warmup: Create your own warmup schedule for finer control over volume ramp-up
  • IP pools: Group multiple IPs into pools and assign them to different mail streams (transactional vs. marketing, by category, etc.)
  • IP access management: Restrict API access to specific IP addresses for security

Event Webhooks

  • Delivery events: processed, dropped, delivered, deferred, bounce
  • Engagement events: open, click, spam report, unsubscribe, group unsubscribe, group resubscribe
  • Configuration: Set a webhook URL in Settings > Mail Settings > Event Webhook — select which events to receive
  • Payload: JSON array of event objects with email, timestamp, event type, and metadata (categories, custom args)
  • Signed webhooks: Verify webhook authenticity using the Event Webhook signature verification (OAuth public key)
  • Retry logic: SendGrid retries failed webhook deliveries for up to 24 hours

Inbound Parse

  • What it is: Receive inbound email at your domain and have SendGrid parse it into structured data (from, to, subject, body, attachments) sent to your webhook URL
  • Setup: Add an MX record pointing your domain to mx.sendgrid.net, then configure the Inbound Parse webhook URL in the SendGrid UI
  • Raw vs. parsed: Choose between receiving raw MIME or pre-parsed fields (JSON)
  • Attachments: Attachments are included as multipart form data in the webhook POST
  • Use cases: Support ticket creation, lead capture from email replies, email-to-app workflows

Email Validation API

  • Real-time validation: Check email addresses at point of capture for deliverability risk
  • Checks performed: Syntax validation, MX record lookup, disposable domain detection, known-invalid detection, typo correction suggestions
  • Plan requirement: Pro+ plan (Email API) — included 2,500 validations/month on Pro, additional validations available
  • Bulk validation: Upload a CSV of email addresses for batch validation
  • API endpoint: POST /v3/validations/email

Suppressions

  • Automatic management: SendGrid automatically manages bounces, blocks, spam reports, and unsubscribes
  • Bounce list: Hard bounces are automatically added — future sends to these addresses are dropped
  • Block list: Temporary delivery failures (server rejections) — can be retried after resolving the issue
  • Spam report list: Addresses that marked your email as spam — automatically suppressed from future sends
  • Unsubscribe management: Global unsubscribes and group unsubscribes (suppression groups)
  • Suppression groups: Create categories of email (e.g., "Marketing", "Product Updates", "Billing") and let recipients unsubscribe from specific groups rather than all email
  • API access: Full CRUD access to all suppression lists via the API

Statistics

  • Aggregate stats: Overall account-level delivery and engagement metrics
  • Category stats: Filter stats by categories assigned to emails
  • Mailbox provider stats: See delivery and engagement broken down by receiving provider (Gmail, Yahoo, Outlook, etc.)
  • Browser/device stats: See which browsers and devices recipients use to open emails
  • Geographic stats: Open and click activity by geographic location
  • Subuser stats: Per-subuser statistics for accounts with multiple subusers

Data model

Object Description Key fields
Contact Marketing recipient email, first_name, last_name, custom_fields, list_ids, created_at
List Collection of contacts id, name, contact_count
Segment Dynamic contact filter id, name, query_dsl (AND/OR conditions)
Single Send One-time marketing email id, name, status, send_at, categories
Automation Trigger-based email sequence id, status, trigger, steps
Template Reusable email design id, name, generation (legacy/dynamic), versions
Suppression Suppressed address email, type (bounce/block/spam_report/unsubscribe), created_at
API Key Authentication credential api_key_id, name, scopes
Subuser Child account under parent username, email, ips
Teammate UI user with role-based access email, scopes, is_admin
IP Sending IP address ip, pools, warmup, assigned_at
IP Pool Group of sending IPs name, ips

API quick reference

  • Base URL: https://api.sendgrid.com/v3/
  • Authentication: Bearer token — Authorization: Bearer <API_KEY>
  • Rate limits: 600 req/min general; mail/send up to 10,000 req/sec on high-volume plans
  • Message size: 20MB maximum (including attachments)
  • Personalizations: Up to 1,000 per mail/send request
  • Key endpoints:
    • POST /v3/mail/send — send email
    • GET /v3/stats — aggregate statistics
    • GET /v3/suppression/bounces — list bounced addresses
    • GET /v3/templates — list templates
    • PUT /v3/marketing/contacts — add/update marketing contacts
    • POST /v3/marketing/singlesends — create single send
    • POST /v3/validations/email — validate email address
  • SDKs: Node.js (@sendgrid/mail, @sendgrid/client), Python, PHP, Java, C#, Go, Ruby
  • Docs: docs.sendgrid.com

Integrations

Category Tools
CRM Salesforce (Data Cloud connector) — no other native CRM integrations
Automation Zapier, Make, n8n
E-commerce Shopify (via integrations), WooCommerce (via plugins)
Cloud / Infrastructure Azure, Heroku, Google Cloud (via SMTP or API)
Frameworks Any framework with HTTP or SMTP support (Django, Rails, Express, Laravel, Spring, etc.)
Partner ecosystem 353 total partner integrations in the SendGrid integration directory

SendGrid is primarily an API-driven platform — most integrations are built via the REST API or SMTP relay rather than pre-built native connectors.

Pricing (USD, as of March 2026 — verify current pricing at sendgrid.com)

Email API Plans (transactional email):

Plan Price Volume Key gated features
Free Trial $0 (60 days) 100/day Basic API access, limited features
Essentials From $19.95/mo 50,000/mo Ticket support, no dedicated IP
Pro From $89.95/mo 1,500,000/mo Dedicated IP, 2,500 email validations/mo, subuser management, webhook
Premier Custom pricing 2,500,000+/mo SSO, 5,000+ validations, priority support

Marketing Campaigns Plans (email marketing):

Plan Price Contacts Key gated features
Free Trial $0 (60 days) 100 contacts Basic single sends, limited testing
Basic From $15/mo 5,000 contacts Drag-and-drop editor, segmentation, A/B testing
Advanced From $60/mo 100,000 contacts Dedicated IP, automations, email testing, signup forms
Custom Custom pricing 100K+ contacts Custom volume and support

IMPORTANT: Email API and Marketing Campaigns are separate subscriptions. If you need both transactional and marketing email, you will have two bills.

Step 4 — Actionable guidance

Based on the user's specific question:

  1. Sending transactional email via the API:

    1. Create an API key in Settings > API Keys with "Mail Send" permission
    2. Authenticate your sending domain in Settings > Sender Authentication (add the CNAME records to your DNS)
    3. Install the SDK for your language (e.g., npm install @sendgrid/mail for Node.js)
    4. Set the API key: sgMail.setApiKey(process.env.SENDGRID_API_KEY)
    5. Compose and send: set to, from, subject, text/html (or templateId + dynamicTemplateData)
    6. Handle the response — check for 202 Accepted (success) or error codes
    7. Set up Event Webhooks to track delivery and engagement events
  2. Setting up Marketing Campaigns automation:

    1. Subscribe to a Marketing Campaigns plan (automations require Advanced plan)
    2. Import or add contacts to a list — use CSV upload, signup forms, or the Contacts API
    3. Navigate to Automations > Create Automation
    4. Choose a trigger: welcome series (new contact added to list), date-based, or custom
    5. Build the email sequence — add email steps with delays between them
    6. Design each email using the drag-and-drop editor or code editor
    7. Activate the automation and monitor entry/completion rates in the automation dashboard
  3. Configuring domain authentication:

    1. Go to Settings > Sender Authentication > Authenticate Your Domain
    2. Select your DNS host and enter your sending domain
    3. SendGrid generates CNAME records for SPF and DKIM — add these to your DNS provider
    4. Click Verify in SendGrid — it checks for the DNS records
    5. Set up branded tracking links (link branding) — add another CNAME for click/open tracking
    6. If using a dedicated IP, configure reverse DNS to map the IP to your domain
    7. Set up a DMARC record separately in your DNS (e.g., v=DMARC1; p=quarantine; rua=mailto:dmarc@yourdomain.com)
  4. Setting up Event Webhooks:

    1. Go to Settings > Mail Settings > Event Webhook
    2. Enter your webhook URL (must be publicly accessible HTTPS endpoint)
    3. Select the events you want to receive (processed, delivered, open, click, bounce, etc.)
    4. Enable the webhook
    5. Implement signature verification on your endpoint using SendGrid's public key
    6. Process incoming JSON arrays of event objects — each has event, email, timestamp, and custom args
    7. Handle retries — SendGrid retries failed deliveries for up to 24 hours
  5. Setting up Inbound Parse:

    1. Add an MX record for your receiving domain pointing to mx.sendgrid.net
    2. Go to Settings > Inbound Parse > Add Host & URL
    3. Enter your receiving domain and the webhook URL to receive parsed email
    4. Choose raw (MIME) or parsed (structured fields) format
    5. Implement your webhook endpoint to process the multipart POST data (from, to, subject, body, attachments)
    6. Test by sending an email to any address at your configured domain

Gotchas

Best-effort from research — verify details against current SendGrid documentation.

  1. Email API and Marketing Campaigns are separate subscriptions with separate billing. Many users expect one plan covers everything. If you need to send both transactional email (order confirmations, password resets) and marketing email (newsletters, promotions), you need two subscriptions. Budget accordingly and understand which features belong to which plan.
  2. The Free Trial is 60 days only with 100 emails/day — not a permanent free tier. Unlike some competitors, SendGrid's free offering expires. After 60 days you must upgrade to a paid plan or lose sending capability. Plan your evaluation and migration timeline around this limit.
  3. Dedicated IPs require warmup or you will hit deliverability problems immediately. New dedicated IPs have no sending reputation. If you send high volume on a cold IP, mailbox providers will throttle or reject your email. Use SendGrid's automated warmup (enabled by default) or create a manual warmup schedule ramping from hundreds to your target volume over 4-6 weeks.
  4. Suppression groups are not enabled by default — without them, unsubscribes are global. If you do not configure suppression groups (also called "unsubscribe groups"), any unsubscribe removes the contact from ALL your email. Set up suppression groups early (e.g., "Marketing", "Product Updates", "Billing Alerts") so recipients can opt out of specific categories without losing all communication.
  5. Event Webhook payloads are batched and can be delayed — do not rely on them for real-time logic. SendGrid batches webhook events and may deliver them with a delay of seconds to minutes. If you need real-time delivery confirmation, poll the API or use the mail/send response code (202 = accepted for processing). Design your webhook consumers to handle out-of-order and duplicate events idempotently.
  6. sg_event_id changes on retries — do NOT use it for deduplication. Despite the docs saying sg_event_id is "a unique ID to this event that you can use for deduplication purposes," the ID changes on every retry attempt. Same email, same event, same timestamp — but a different sg_event_id. Build a composite dedup key instead: ${sg_message_id}:${event}:${email}. Store processed keys in Redis (with 48-hour TTL to cover SendGrid's 24-hour retry window) or a database, and check before processing each event.
  7. Shared IP reputation can tank your deliverability with no warning. On free/Essentials plans, you share IPs with other senders. If bad actors on the same pool trigger Spamhaus blocklists or Microsoft blocks, your email gets caught too — even with 99% sender score and perfect authentication. SendGrid's official position is that "blocklists are a natural part of sending through shared IP Pools." If you're seeing unexplained deliverability drops, check your IP against blocklists (mxtoolbox.com) and consider upgrading to a dedicated IP (Pro plan).
  8. The Node.js SDK doesn't pool HTTP connections — bulk sends cause socket exhaustion. If you fire many sgMail.send() calls concurrently, you'll hit EMFILE errors (file descriptor limit). The SDK creates a new connection per request. Use sequential sending (for...of with await), a concurrency limiter (p-limit set to 2-10), or personalizations (up to 1000 recipients per single request) to reduce connection count.
  9. Sending all messages in a single SDK array call can delay delivery by hours. When you pass an array to sgMail.send(), SendGrid queues them server-side. For time-sensitive sends, use personalizations (same content, different recipients in one request) or send individual calls with concurrency control rather than one massive batch.

Step 5 — Related skills

  • /sales-email-marketing — Email marketing strategy and best practices (platform-agnostic)
  • /sales-deliverability — Cross-platform email deliverability — SPF/DKIM/DMARC, warmup, inbox placement
  • /sales-email-tracking — Email open and click tracking strategy
  • /sales-integration — Connect SendGrid to other tools via Zapier, Make, or API
  • /sales-funnel — Funnel strategy and conversion optimization
  • /sales-do — Not sure which skill to use? The router matches any sales objective to the right skill. Install: npx skills add sales-skills/sales --skills sales-do

Examples

Example 1: Setting up transactional email for a SaaS app

User says: "I need to send password reset and welcome emails from my Node.js app using SendGrid." Skill does:

  1. Walks through creating a restricted API key with only "Mail Send" permission for security
  2. Guides domain authentication setup — adding CNAME records for SPF/DKIM
  3. Shows how to install @sendgrid/mail and configure the API key via environment variable
  4. Creates two Dynamic Templates in the SendGrid UI — one for password reset (with {{reset_link}}) and one for welcome (with {{first_name}}, {{login_url}})
  5. Provides code examples using sgMail.send() with templateId and dynamicTemplateData
  6. Recommends setting up Event Webhooks to track delivery failures and trigger alerts for bounces Result: User has production-ready transactional email with templates, proper authentication, and delivery monitoring

Example 2: Migrating marketing email from Mailchimp to SendGrid

User says: "We're moving our newsletter from Mailchimp to SendGrid Marketing Campaigns. What's the process?" Skill does:

  1. Explains the dual-subscription model — Marketing Campaigns is separate from Email API, so they need the right plan (Basic or Advanced)
  2. Walks through exporting contacts from Mailchimp (CSV) and importing into SendGrid with field mapping
  3. Warns to only import subscribed contacts — recreate suppression groups in SendGrid before importing
  4. Guides recreation of email templates using SendGrid's drag-and-drop editor or code editor
  5. Covers DNS changes — remove Mailchimp's authentication records and add SendGrid's CNAME records for SPF/DKIM
  6. Recommends a warmup strategy: start with most engaged contacts, gradually expand over 2-4 weeks, especially if using a new dedicated IP (Advanced plan) Result: User has a migration plan covering contacts, templates, DNS, suppressions, and warmup to maintain deliverability

Example 3: Setting up Event Webhooks for delivery tracking

User says: "I want to track which emails bounce and get delivered so I can update our CRM." Skill does:

  1. Guides Event Webhook configuration — selecting processed, delivered, deferred, bounce, and dropped events
  2. Walks through implementing a webhook endpoint that receives JSON event batches
  3. Explains signature verification using SendGrid's public key to secure the endpoint
  4. Designs the CRM update logic: mark contacts as "delivered" on delivery events, flag as "invalid" on hard bounces, queue for retry on deferrals
  5. Warns about batched/delayed delivery and duplicate events — recommends idempotent processing using the event sg_message_id as a deduplication key
  6. Suggests also subscribing to open and click events for engagement tracking in the CRM Result: User has a webhook pipeline that keeps their CRM in sync with SendGrid delivery and engagement events

Troubleshooting

Emails going to spam after switching to a dedicated IP

Symptom: Deliverability drops and emails start landing in spam shortly after upgrading to a Pro or Advanced plan with a dedicated IP Cause: The dedicated IP is new and has no sending reputation. Mailbox providers (Gmail, Yahoo, Outlook) are cautious about unknown IPs and will throttle or spam-folder email from them. Solution: Enable automated IP warmup in Settings > IP Addresses (it should be on by default for new IPs). If you turned it off, re-enable it. During warmup, SendGrid splits your traffic between the new dedicated IP and the shared IP pool, gradually shifting volume to the dedicated IP over weeks. Do not send your full volume on a cold IP. If deliverability is already damaged, pause high-volume sends, re-enable warmup, and start with your most engaged recipients. Monitor mailbox-provider stats to see which providers are rejecting. See /sales-deliverability for a comprehensive warmup guide.

Event Webhook not receiving events

Symptom: You configured an Event Webhook URL but your endpoint is not receiving any event data Cause: The webhook URL is not publicly accessible, HTTPS certificate is invalid, the endpoint is returning non-2xx status codes, or the webhook is not enabled. Solution: Verify the webhook is enabled in Settings > Mail Settings > Event Webhook. Ensure your URL is publicly reachable (not localhost or behind a firewall). Check that your HTTPS certificate is valid and not self-signed. Test the endpoint manually with a POST of sample JSON. Check that your endpoint returns 2xx status codes within 3 seconds — SendGrid treats timeouts and errors as failures and will retry, but eventually stops after 24 hours. Use a tool like ngrok for local development testing. Check SendGrid's Event Webhook activity log for delivery attempts and error codes.

Gmail/Yahoo blocking emails with DMARC alignment error

Symptom: Emails deferred or rejected with 421 4.7.32 From: header isn't aligned with either the authenticated SPF or DKIM organizational domain — especially common with scheduled emails Cause: The From address domain doesn't match the domain you authenticated in SendGrid. For example, sending from a gmail.com address through SendGrid, or sending from user@example.com when only notifications.example.com is authenticated. Gmail and Yahoo enforce DMARC alignment strictly since Feb 2024. Solution: Go to Settings > Sender Authentication > Authenticate Your Domain and authenticate the exact domain you send from. Add the CNAME records SendGrid generates to your DNS. Make sure your From address matches — if you authenticated example.com, send from anything@example.com. Add a DMARC record to your DNS: v=DMARC1; p=none; rua=mailto:dmarc@yourdomain.com (start with p=none to monitor). If you're on a shared IP plan and still seeing throttling after fixing authentication, the shared IP may have poor reputation — check it at mxtoolbox.com and consider a dedicated IP (Pro plan).

Webhook event deduplication failing — duplicate database entries

Symptom: Duplicate webhook events processed despite checking sg_event_id — same email, same event type, same timestamp, but different sg_event_id values Cause: sg_event_id changes on every retry attempt. Despite the docs calling it a deduplication key, it is unique per delivery attempt, not per logical event. Solution: Build a composite dedup key from fields that ARE stable across retries: ${sg_message_id}:${event}:${email}. Store processed keys in Redis with a 48-hour TTL (covers SendGrid's 24-hour retry window with margin) or a database table with a unique constraint. Check before processing each event. For high-volume systems, use a Bloom filter or Redis SET with EXPIRE for fast lookups.

EMFILE error / socket exhaustion when sending bulk email

Symptom: Error: connect EMFILE when sending hundreds or thousands of emails — typically the first few batches succeed and then later ones fail Cause: Each sgMail.send() call opens a new HTTP connection. Node.js has a default file descriptor limit (~1024). Concurrent requests exhaust available sockets before earlier connections close. The SendGrid Node SDK does not pool connections. Solution: Three approaches (pick one): (1) Send sequentially: for (const msg of messages) { await sgMail.send(msg); } — slowest but simplest. (2) Limit concurrency: use p-limit set to 2-10 concurrent requests: const limit = pLimit(5); await Promise.all(msgs.map(m => limit(() => sgMail.send(m))));. (3) Use personalizations: if recipients get the same content with different substitution data, send up to 1000 recipients in a single API call using the personalizations array — this is the most efficient approach and uses just one HTTP connection.

Marketing contacts not appearing in segments

Symptom: Contacts were imported or added via the API but do not appear in segments or lists as expected Cause: Contact ingestion in Marketing Campaigns is asynchronous — it can take minutes to hours for contacts to be fully indexed and available in segments. Alternatively, the import may have partially failed due to invalid fields or duplicate handling. Solution: Check the import status in Marketing > Contacts > Imports for errors or warnings. Allow up to 2 hours for large imports to fully index. Verify that custom field names in the import match the custom fields defined in your SendGrid account (mismatches cause fields to be silently dropped). Check that contacts have the expected field values by searching for a specific contact in the UI. For API-added contacts (PUT /v3/marketing/contacts), check the response for the job_id and poll GET /v3/marketing/contacts/imports/{id} for status. If contacts appear in the list but not the segment, review the segment query conditions — ensure the field names and operators match the actual contact data.

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