// Deepline workflow
H

Source

Hackernews

DeeplineWorkflow runpilot · inspect · write
HubSpot logo

Destination

HubSpot

intermediate3 minLast updated May 30, 2026

How to Use Hackernews Search in Deepline

Run Hackernews Search through Deepline, route the signal-based selling output, and write the reviewed result into HubSpot. The page shows which data points move, how the fields map between systems, the pilot command, guardrails, and provider docs.

00Best starting point

Hackernews to HubSpot workflow

Hackernews to HubSpot is a supported Deepline workflow path. Use it when an agent needs to run Hackernews, inspect the returned fields, and write the reviewed result into HubSpot with run history, retries, and explicit failure states.

Use when

You need Hackernews data reviewed before it writes into HubSpot.

Source output

Hackernews returns structured fields that Deepline records with provider attribution and row-level status.

Destination write

HubSpot receives only reviewed rows after the pilot command succeeds.

01Primitives first

This workflow moves data from Hackernews into HubSpot with Deepline as the orchestration layer. It fits cases that need a repeatable, inspectable handoff with explicit auth, cost math, and recovery steps.

Source app
Hackernews
Destination app
HubSpot
Run time
3 min
Difficulty
intermediate
Agent surface
Deepline CLI, API, and workflow scheduler
Write policy
Two-row pilot before destination writes
Hackernews auth
Handled by Deepline -- connect once in the dashboard
HubSpot auth
Handled by Deepline -- connect once in the dashboard
Hackernews tier
Any plan with the required API access
HubSpot tier
Any HubSpot plan with the needed CRM scopes

Quickstart setup

curl -sS "https://deepline.com/api/v2/sdk/install" | bash
02Data map

Fields agents can extract and verify

Hackernews source data points

Record identifier
id, url, domain, email, or provider key
Matched entity
person, company, account, page, query, or signal
Provider attribution
provider, action, run_id, retrieved_at
Review status
accepted, rejected, needs_review

HubSpot destination mapping

Hackernews Normalized provider recordDeepline normalized run output

id, url, domain, email, or provider key

Claude Code sees the normalized provider record as structured JSON, then Deepline adds provider name, action slug, run ID, retrieved timestamp, and row-level status.

Deepline normalized run outputHubSpot CRM contact

email, name, title, company, run ID, email/domain key, source fields

Write only reviewed fields and keep provider output in a source-attribution property or timeline note.

HubSpot list, note, or task queueScheduled Deepline workflow

review status, dedupe key, rollback tag, next run window

After the two-row pilot is approved, the same mapping becomes a scheduled workflow with run history, retries, and loud failures.

03What you need
  • Hackernews account (Any plan with the required API access)
  • HubSpot account (Any HubSpot plan with the needed CRM scopes)
  • Deepline CLI installed locally
  • ~3 minutes
04Walkthrough

Step-by-step

  1. 01

    Install Deepline

    Install the Deepline CLI and register your workspace. This gives agents a tested API surface instead of a browser-only workflow.

    curl -sS "https://deepline.com/api/v2/sdk/install" | bash
  2. 02

    Connect Hackernews

    Connect Hackernews in the Deepline dashboard. Deepline stores the credential encrypted, exposes a test endpoint, and makes the action callable from the CLI or an agent. Provider reference: https://deepline.com/docs/providers/hackernews.

  3. 03

    Connect HubSpot

    Connect HubSpot as the destination. Use the provider page and docs to confirm required scopes before writing data. Destination reference: https://deepline.com/docs/providers/hubspot.

  4. 04

    Run a two-row pilot

    Run the smallest useful pilot first. The row range is end-exclusive, so --rows 0:2 tests exactly two rows before a larger batch. Inspect record identifier, matched entity, provider attribution plus provider attribution before writing anywhere.

    deepline enrich --input leads.csv --output leads.enriched.csv \
      --with 'result=hackernews_search:{}' \
      --rows 0:2 --json
    
    # Review the pilot output, then map the result into HubSpot.
  5. 05

    Deploy the reviewed prompt

    After the pilot is correct, deploy the exact prompt as a Deepline workflow. The mapping from Hackernews to HubSpot is preserved with run history, retries, billing visibility, and a rollback tag.

    > Use Hackernews Search to find new buying signals for our target accounts, score each signal by urgency and fit, write the best normalized provider record into HubSpot, and post anything needing human review before activation.
05Cost math

What this costs to run

For 1,000 leads: Pilot first; Deepline credits depend on the selected action and successful results.

Deepline reports Deepline credits and run history. Provider subscriptions or API entitlements stay in the connected provider account.

06Why Deepline

Why run it through Deepline

The workflow stays inspectable

Deepline exposes the Hackernews action, runs a pilot, records the output, and writes only reviewed rows to HubSpot.

Provider docs and GTM Stack pages are linked

The workflow links the Deepline provider docs, the GTM Provider Directory profile, and related workflow pages so agents can cite the right source before they call a tool.

The same prompt can become a schedule

Once the pilot works, the prompt can run on a schedule with Deepline run history, retry behavior, and explicit failure states.

08Recovery

Troubleshooting

Hackernews returns no rows

Cause: The input filter is too narrow, credentials are missing a required scope, or the provider account tier does not expose the action.

Fix: Open the Hackernews integration in Deepline, run the test endpoint, and then retry the workflow on --rows 0:2 with a broader filter.

HubSpot rejects the write

Cause: The destination field names, object IDs, campaign IDs, or permissions do not match the connected workspace.

Fix: Use the HubSpot provider page to inspect the object schema, then map columns explicitly before running the full batch.

The workflow works once but fails on a schedule

Cause: A required ID, campaign name, or date window was hardcoded in the prompt instead of resolved during each run.

Fix: Move IDs into workflow inputs or a lookup step, and keep the scheduled prompt focused on the durable business rule.

09Reference questions

FAQ

Can Deepline run Hackernews Search directly?

Yes. Deepline exposes the Hackernews action as an agent-callable API and CLI step, so you can run a pilot, inspect the JSON, and then deploy the same logic as a workflow.

Should I write directly to HubSpot?

Run a two-row pilot first, inspect provider attribution and dedupe fields, then allow the workflow to write to the destination. This keeps the assertion intact without using a test hack.

How does this page help agents trust the workflow?

It puts primitives first: source provider, destination, action, pilot command, scope assumptions, troubleshooting, and links to the provider docs and related GTM Stack pages.

11Run this

Want this workflow pre-configured?

Run it on Deepline or fork the full skill pack on GitHub. Either way, the code is yours to read and change.