careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,646

12.7% of pool

vs launch baseline

+2,253

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,646 tagged India rows

jsonapi health

failed

0/0 cohorts · 0m · 0 reports · 0 errors

new jobs, 14d

33,715

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: mobile-engineering 36 · legal-risk-compliance 63 · design-ux-content 85 · marketing-growth-comms 121 · embedded-vlsi-hardware 139 · people-hr-recruiting 227

India by city

City bucket	Jobs	Share
Bangalore	3,119	40.8%	████████████████████████
Hyderabad	986	12.9%	████████
Pune	968	12.7%	███████
Mumbai	467	6.1%	████
Gurgaon	405	5.3%	███
Delhi	78	1.0%	█
Noida	181	2.4%	█
Chennai	417	5.5%	███
Other India	1,025	13.4%	████████

India by role family

Role family	India jobs	Share
software-engineering	1,818	23.8%
finance-accounting	612	8.0%
enterprise-apps-erp-crm	514	6.7%
program-project-business-analysis	463	6.1%
sales-bd-account-management	437	5.7%
devops-cloud-sre	426	5.6%
ai-ml-data-science	405	5.3%
operations-procurement-supply-chain	382	5.0%
customer-success-support	377	4.9%
data-bi-analytics	345	4.5%
solutions-implementation-consulting	314	4.1%
cybersecurity-risk-iam	307	4.0%
qa-test-engineering	299	3.9%
product-management	276	3.6%
people-hr-recruiting	227	3.0%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	842	249	284	46	55	4	44	122	1,818
finance-accounting	203	65	85	79	60	4	10	30	612
enterprise-apps-erp-crm	239	107	74	15	16	2	4	8	514
program-project-business-analysis	164	66	76	29	27	7	20	24	463
sales-bd-account-management	116	27	15	88	37	20	4	28	437
devops-cloud-sre	207	67	41	10	18	1	9	28	426
ai-ml-data-science	162	76	41	16	18	3	6	13	405
operations-procurement-supply-chain	130	38	37	45	29	3	12	21	382
customer-success-support	140	22	42	22	39	5	5	28	377
data-bi-analytics	130	60	41	15	18	2	12	27	345
solutions-implementation-consulting	142	26	34	16	6	4	5	12	314
cybersecurity-risk-iam	106	56	54	4	20	2	4	23	307

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

842

249

284

122

1,818

finance-accounting

203

612

enterprise-apps-erp-crm

239

107

514

program-project-business-analysis

164

463

sales-bd-account-management

116

437

devops-cloud-sre

207

426

ai-ml-data-science

162

405

operations-procurement-supply-chain

130

382

customer-success-support

140

377

data-bi-analytics

130

345

solutions-implementation-consulting

142

314

cybersecurity-risk-iam

106

307

Quality scorecard

New jobs added per day

Date	Unique jobs	× cohorts
2026-08-14	656	663	████
2026-08-13	3,120	3,200	█████████████████████
2026-08-12	3,204	3,349	██████████████████████
2026-08-11	3,443	3,552	███████████████████████
2026-08-10	3,097	3,195	█████████████████████
2026-08-09	928	931	██████
2026-08-08	1,053	1,060	███████
2026-08-07	3,095	3,169	█████████████████████
2026-08-06	3,219	3,295	██████████████████████
2026-08-05	3,529	3,622	████████████████████████
2026-08-04	3,405	3,488	███████████████████████
2026-08-03	2,587	2,648	██████████████████
2026-08-02	373	378	███
2026-08-01	2,006	2,067	██████████████

Date

Unique jobs

× cohorts

2026-08-14

656

663

████

2026-08-13

3,120

3,200

█████████████████████

2026-08-12

3,204

3,349

██████████████████████

2026-08-11

3,443

3,552

███████████████████████

2026-08-10

3,097

3,195

█████████████████████

2026-08-09

928

931

██████

2026-08-08

1,053

1,060

███████

2026-08-07

3,095

3,169

█████████████████████

2026-08-06

3,219

3,295

██████████████████████

2026-08-05

3,529

3,622

████████████████████████

2026-08-04

3,405

3,488

███████████████████████

2026-08-03

2,587

2,648

██████████████████

2026-08-02

373

378

███

2026-08-01

2,006

2,067

██████████████

Jobs by location · 60,000 jobs by country (capped — showing first 60k)

Country	Jobs	%
USA	21,321	36%	████████████████████████
Other	10,589	18%	████████████
India	7,631	13%	█████████
Europe	5,926	10%	███████
UK	2,875	5%	███
APAC	2,187	4%	██
Canada	1,662	3%	██
Germany	1,198	2%	█
Remote	1,180	2%	█
LatAm	855	1%	█
Mexico	805	1%	█
Singapore	725	1%	█
Australia	710	1%	█
Brazil	661	1%	█
Japan	393	1%
Middle East	392	1%
Africa	329	1%
South Korea	264	0%
Israel	220	0%
Unknown	77	0%

Country

Jobs

USA

21,321

36%

████████████████████████

Other

10,589

18%

████████████

India

7,631

13%

█████████

Europe

5,926

10%

███████

2,875

███

APAC

2,187

██

Canada

1,662

██

Germany

1,198

█

Remote

1,180

█

LatAm

855

█

Mexico

805

█

Singapore

725

█

Australia

710

█

Brazil

661

█

Japan

393

Middle East

392

Africa

329

South Korea

264

Israel

220

Unknown

Remote jobs by region · 16,848 remote jobs

Region	Jobs	%
USA	6,713	40%	████████████████████████
Europe	2,645	16%	█████████
India	1,115	7%	████
Remote	1,052	6%	████
UK	983	6%	████
Canada	854	5%	███
Other	714	4%	███
Germany	476	3%	██
APAC	440	3%	██
LatAm	426	3%	██
Brazil	419	2%	█
Mexico	245	1%	█
Australia	225	1%	█
Africa	147	1%	█
Singapore	130	1%
Middle East	94	1%
Japan	65	0%
Israel	54	0%
South Korea	40	0%
Unknown	11	0%

Region

Jobs

USA

6,713

40%

████████████████████████

Europe

2,645

16%

█████████

India

1,115

████

Remote

1,052

████

983

████

Canada

854

███

Other

714

███

Germany

476

██

APAC

440

██

LatAm

426

██

Brazil

419

█

Mexico

245

█

Australia

225

█

Africa

147

█

Singapore

130

Middle East

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2719	1239	1814	944	320	216	391	134	8,541
sales-bd-account-management	3042	1791	435	803	626	314	174	280	8,523
customer-success-support	4280	858	374	475	229	209	104	78	7,174
program-project-business-analysis	1518	966	462	444	239	145	119	78	4,441
operations-procurement-supply-chain	1513	971	382	286	138	194	86	100	4,114
finance-accounting	1007	774	612	443	150	202	83	59	3,768
solutions-implementation-consulting	902	460	314	271	179	82	71	64	2,791
product-management	973	442	276	264	121	130	91	60	2,689
ai-ml-data-science	812	384	405	275	129	102	76	51	2,506
devops-cloud-sre	798	411	426	301	121	37	56	24	2,390
people-hr-recruiting	715	379	227	219	108	134	64	43	2,167
marketing-growth-comms	755	250	121	299	155	93	79	85	2,124
cybersecurity-risk-iam	527	379	305	168	62	33	49	16	1,698
data-bi-analytics	349	310	345	195	63	61	54	27	1,657
enterprise-apps-erp-crm	260	275	511	71	31	35	34	17	1,412

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2719

1239

1814

944

320

216

391

134

8,541

sales-bd-account-management

3042

1791

435

803

626

314

174

280

8,523

customer-success-support

4280

858

374

475

229

209

104

7,174

program-project-business-analysis

1518

966

462

444

239

145

119

4,441

operations-procurement-supply-chain

1513

971

382

286

138

194

100

4,114

finance-accounting

1007

774

612

443

150

202

3,768

solutions-implementation-consulting

902

460

314

271

179

2,791

product-management

973

442

276

264

121

130

2,689

ai-ml-data-science

812

384

405

275

129

102

2,506

devops-cloud-sre

798

411

426

301

121

2,390

people-hr-recruiting

715

379

227

219

108

134

2,167

marketing-growth-comms

755

250

121

299

155

2,124

cybersecurity-risk-iam

527

379

305

168

1,698

data-bi-analytics

349

310

345

195

1,657

enterprise-apps-erp-crm

260

275

511

1,412

Discord alerts to watch

Alert	When	What to watch
🇮🇳 India jobs — post-scan report	08:20 IST	Primary supply KPI: India total, city mix, and day-over-day delta after jsonapi finishes.
🔎 India company finder — daily	06:40 IST	Lead indicator: newly-added India-posting boards. Zero for several days means refresh the ATS candidate universe.
✖/⚠ Scanner sweep alerts	during scans	Immediate action: failed/partial jsonapi runs, rate-limit pressure, or cohort failures reduce supply.
📊 Quality scorecard	08:30 IST	Quality guardrail: precision, freshness, dead boards, multibucket factor, and backlog.
🧹 Embeddings hygiene	11:45 IST	Database guardrail: repeated large cleanups mean stale vectors are leaking again.
📝/✅/⏸ Self-healing loop	09:00 IST	Watch only when it posts: it found a real quality issue, opened/shipped a fix, or paused for review.

Alert

When

What to watch

🇮🇳 India jobs — post-scan report

08:20 IST

Primary supply KPI: India total, city mix, and day-over-day delta after jsonapi finishes.

🔎 India company finder — daily

06:40 IST

Lead indicator: newly-added India-posting boards. Zero for several days means refresh the ATS candidate universe.

✖/⚠ Scanner sweep alerts

during scans

Immediate action: failed/partial jsonapi runs, rate-limit pressure, or cohort failures reduce supply.

📊 Quality scorecard

08:30 IST

Quality guardrail: precision, freshness, dead boards, multibucket factor, and backlog.

🧹 Embeddings hygiene

11:45 IST

Database guardrail: repeated large cleanups mean stale vectors are leaking again.

📝/✅/⏸ Self-healing loop

09:00 IST

Watch only when it posts: it found a real quality issue, opened/shipped a fix, or paused for review.

Daily cron runs

Date	agent_scan	jsonapi
2026-08-15	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● failed 03:03 · 0 rep · 0 disc
2026-08-14	—	● failed 23:01 · 0 rep · 0 disc
2026-08-13	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● succeeded 23:20 · 383 rep · 55 disc
2026-08-12	—	● succeeded 23:18 · 378 rep · 88 disc
2026-08-11	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● succeeded 23:17 · 355 rep · 68 disc
2026-08-10	—	● succeeded 23:18 · 321 rep · 69 disc

Date

agent_scan

jsonapi

2026-08-15

● succeeded
00:31 · 0 rep · 0 disc · 20 err

● failed
03:03 · 0 rep · 0 disc

2026-08-14

—

● failed
23:01 · 0 rep · 0 disc

2026-08-13

● succeeded
00:31 · 0 rep · 0 disc · 20 err

● succeeded
23:20 · 383 rep · 55 disc

2026-08-12

—

● succeeded
23:18 · 378 rep · 88 disc

2026-08-11

● succeeded
00:31 · 0 rep · 0 disc · 20 err

● succeeded
23:17 · 355 rep · 68 disc

2026-08-10

—

● succeeded
23:18 · 321 rep · 69 disc

● green=succeeded · orange=partial · red=failed · blue=running. Each cell: finish time · reports written · discoveries · errors.