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from $8.40 / 1,000 hiring signals

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Job Posting Buying Signal Extractor

Try for free

Turn job posting datasets into company hiring signals with matched text and deduplicated job evidence. Identify recurring role demand using transparent rules for sales and staffing research.

Pricing

from $8.40 / 1,000 hiring signals

Rating

0.0

(0)

Developer

Tim Zinin

Actor stats

Bookmarked

Total users

Monthly active users

3 days ago

Last modified

Categories

Business

Marketing

You can access the Job Posting Buying Signal Extractor programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = { "items": [
9        {
10            "schemaVersion": "1.0",
11            "recordType": "linkedin_public_job",
12            "jobId": "4419969671",
13            "jobURL": "https://www.linkedin.com/jobs/view/senior-software-engineer-%E2%80%93-go-golang-at-general-motors-4419969671",
14            "title": "Senior Software Engineer – Go (Golang)",
15            "company": "General Motors",
16            "location": "Warren, MI",
17            "postedTimeText": "1 day ago",
18            "postedDate": "2026-09-12",
19            "keywords": "software engineer",
20            "searchLocation": "United States",
21            "pageStart": 0,
22            "sourceURL": "https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search?keywords=software+engineer&location=United+States&start=0",
23            "observedAt": "2026-09-13T15:50:54.556Z",
24            "source": { "htmlSha256": "7394931a2e2a538b365c1d5f422aa4e6e38b2e6d2a5c12e6204e7db8ae880606" },
25            "_exampleProvenance": {
26                "sourceActorId": "JQgY5E6jpd3bvtCmU",
27                "sourceRunId": "JrRgbvNEFop2XoObT",
28                "sourceDatasetId": "sagPWb8mF8Q9TyChd",
29                "curatedPublicSnapshot": True,
30                "redaction": "Allowlisted public business/product fields only; review excerpts and social captions truncated; no reviewer identities.",
31            },
32        },
33        {
34            "schemaVersion": "1.0",
35            "recordType": "linkedin_public_job",
36            "jobId": "4455931376",
37            "jobURL": "https://www.linkedin.com/jobs/view/software-development-engineer-aws-iam-distributed-database-system-at-amazon-web-services-aws-4455931376",
38            "title": "Software Development Engineer, AWS IAM Distributed Database System",
39            "company": "Amazon Web Services (AWS)",
40            "location": "Seattle, WA",
41            "postedTimeText": "3 days ago",
42            "postedDate": "2026-09-09",
43            "keywords": "software engineer",
44            "searchLocation": "United States",
45            "pageStart": 0,
46            "sourceURL": "https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search?keywords=software+engineer&location=United+States&start=0",
47            "observedAt": "2026-09-13T15:50:54.556Z",
48            "source": { "htmlSha256": "7394931a2e2a538b365c1d5f422aa4e6e38b2e6d2a5c12e6204e7db8ae880606" },
49            "_exampleProvenance": {
50                "sourceActorId": "JQgY5E6jpd3bvtCmU",
51                "sourceRunId": "JrRgbvNEFop2XoObT",
52                "sourceDatasetId": "sagPWb8mF8Q9TyChd",
53                "curatedPublicSnapshot": True,
54                "redaction": "Allowlisted public business/product fields only; review excerpts and social captions truncated; no reviewer identities.",
55            },
56        },
57        {
58            "schemaVersion": "1.0",
59            "recordType": "linkedin_public_job",
60            "jobId": "4453670973",
61            "jobURL": "https://www.linkedin.com/jobs/view/software-engineer-iii-java-aws-at-jpmorganchase-4453670973",
62            "title": "Software Engineer III (Java/AWS)",
63            "company": "JPMorganChase",
64            "location": "New York, NY",
65            "postedTimeText": "1 week ago",
66            "postedDate": "2026-09-03",
67            "keywords": "software engineer",
68            "searchLocation": "United States",
69            "pageStart": 0,
70            "sourceURL": "https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search?keywords=software+engineer&location=United+States&start=0",
71            "observedAt": "2026-09-13T15:50:54.556Z",
72            "source": { "htmlSha256": "7394931a2e2a538b365c1d5f422aa4e6e38b2e6d2a5c12e6204e7db8ae880606" },
73            "_exampleProvenance": {
74                "sourceActorId": "JQgY5E6jpd3bvtCmU",
75                "sourceRunId": "JrRgbvNEFop2XoObT",
76                "sourceDatasetId": "sagPWb8mF8Q9TyChd",
77                "curatedPublicSnapshot": True,
78                "redaction": "Allowlisted public business/product fields only; review excerpts and social captions truncated; no reviewer identities.",
79            },
80        },
81        {
82            "schemaVersion": "1.0",
83            "recordType": "linkedin_public_job",
84            "jobId": "4455914852",
85            "jobURL": "https://www.linkedin.com/jobs/view/software-dev-engineer-ii-aws-sts-at-amazon-web-services-aws-4455914852",
86            "title": "Software Dev Engineer II, AWS STS",
87            "company": "Amazon Web Services (AWS)",
88            "location": "Seattle, WA",
89            "postedTimeText": "3 days ago",
90            "postedDate": "2026-09-09",
91            "keywords": "software engineer",
92            "searchLocation": "United States",
93            "pageStart": 0,
94            "sourceURL": "https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search?keywords=software+engineer&location=United+States&start=0",
95            "observedAt": "2026-09-13T15:50:54.556Z",
96            "source": { "htmlSha256": "7394931a2e2a538b365c1d5f422aa4e6e38b2e6d2a5c12e6204e7db8ae880606" },
97            "_exampleProvenance": {
98                "sourceActorId": "JQgY5E6jpd3bvtCmU",
99                "sourceRunId": "JrRgbvNEFop2XoObT",
100                "sourceDatasetId": "sagPWb8mF8Q9TyChd",
101                "curatedPublicSnapshot": True,
102                "redaction": "Allowlisted public business/product fields only; review excerpts and social captions truncated; no reviewer identities.",
103            },
104        },
105        {
106            "schemaVersion": "1.0",
107            "recordType": "linkedin_public_job",
108            "jobId": "4465023265",
109            "jobURL": "https://www.linkedin.com/jobs/view/software-engineer-iii-java-aws-ai-at-jpmorganchase-4465023265",
110            "title": "Software Engineer III (Java/AWS/AI)",
111            "company": "JPMorganChase",
112            "location": "Columbus, OH",
113            "postedTimeText": "4 days ago",
114            "postedDate": "2026-09-09",
115            "keywords": "software engineer",
116            "searchLocation": "United States",
117            "pageStart": 0,
118            "sourceURL": "https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search?keywords=software+engineer&location=United+States&start=0",
119            "observedAt": "2026-09-13T15:50:54.556Z",
120            "source": { "htmlSha256": "7394931a2e2a538b365c1d5f422aa4e6e38b2e6d2a5c12e6204e7db8ae880606" },
121            "_exampleProvenance": {
122                "sourceActorId": "JQgY5E6jpd3bvtCmU",
123                "sourceRunId": "JrRgbvNEFop2XoObT",
124                "sourceDatasetId": "sagPWb8mF8Q9TyChd",
125                "curatedPublicSnapshot": True,
126                "redaction": "Allowlisted public business/product fields only; review excerpts and social captions truncated; no reviewer identities.",
127            },
128        },
129    ] }
130
131# Run the Actor and wait for it to finish
132run = client.actor("zinin/job-posting-buying-signal-extractor").call(run_input=run_input)
133
134# Fetch and print Actor results from the run's dataset (if there are any)
135print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
136for item in client.dataset(run.default_dataset_id).iterate_items():
137    print(item)
138
139# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Job Posting Buying Signal Extractor API in Python

The Apify API client for Python is the official library that allows you to use Job Posting Buying Signal Extractor API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Job Posting Buying Signal Extractor API in JavaScript

Job Posting Buying Signal Extractor API through CLI

Job Posting Buying Signal Extractor OpenAPI definition

Job Posting Buying Signal Extractor API

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