careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,600

12.7% of pool

vs launch baseline

+2,207

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,600 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,774

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: legal-risk-compliance 47 · mobile-engineering 56 · embedded-vlsi-hardware 103 · design-ux-content 116 · marketing-growth-comms 119 · people-hr-recruiting 215

India by city

City bucket	Jobs	Share
Bangalore	2,922	38.4%	████████████████████████
Hyderabad	979	12.9%	████████
Pune	937	12.3%	████████
Mumbai	490	6.4%	████
Gurgaon	398	5.2%	███
Delhi	76	1.0%	█
Noida	162	2.1%	█
Chennai	397	5.2%	███
Other India	1,239	16.3%	██████████

India by role family

Role family	India jobs	Share
software-engineering	1,963	25.8%
enterprise-apps-erp-crm	643	8.5%
finance-accounting	572	7.5%
sales-bd-account-management	482	6.3%
program-project-business-analysis	424	5.6%
devops-cloud-sre	401	5.3%
data-bi-analytics	374	4.9%
ai-ml-data-science	355	4.7%
customer-success-support	344	4.5%
operations-procurement-supply-chain	319	4.2%
qa-test-engineering	284	3.7%
cybersecurity-risk-iam	266	3.5%
product-management	259	3.4%
solutions-implementation-consulting	258	3.4%
people-hr-recruiting	215	2.8%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	921	245	272	58	60	9	40	106	1,963
enterprise-apps-erp-crm	271	135	77	16	27	·	6	31	643
finance-accounting	161	69	77	76	55	4	16	23	572
sales-bd-account-management	114	22	17	87	36	21	5	37	482
program-project-business-analysis	119	64	83	29	30	6	11	25	424
devops-cloud-sre	173	56	40	8	15	6	6	29	401
data-bi-analytics	128	66	56	22	16	3	4	28	374
ai-ml-data-science	160	59	34	14	25	·	3	17	355
customer-success-support	111	21	55	39	29	4	·	18	344
operations-procurement-supply-chain	88	52	40	25	24	6	14	18	319
qa-test-engineering	111	37	43	4	1	2	9	15	284
cybersecurity-risk-iam	106	45	43	6	10	2	7	15	266

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

921

245

272

106

1,963

enterprise-apps-erp-crm

271

135

643

finance-accounting

161

572

sales-bd-account-management

114

482

program-project-business-analysis

119

424

devops-cloud-sre

173

401

data-bi-analytics

128

374

ai-ml-data-science

160

355

customer-success-support

111

344

operations-procurement-supply-chain

319

qa-test-engineering

111

284

cybersecurity-risk-iam

106

266

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	65	66

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

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

Country	Jobs	%
USA	20,469	34%	████████████████████████
Other	10,109	17%	████████████
India	7,584	13%	█████████
Europe	6,880	11%	████████
UK	2,640	4%	███
APAC	2,217	4%	███
Canada	1,912	3%	██
Germany	1,230	2%	█
Remote	1,188	2%	█
LatAm	884	1%	█
Brazil	821	1%	█
Australia	800	1%	█
Mexico	797	1%	█
Singapore	672	1%	█
Middle East	477	1%	█
Africa	399	1%
Japan	375	1%
Israel	260	0%
South Korea	225	0%
Unknown	61	0%

Country

Jobs

USA

20,469

34%

████████████████████████

Other

10,109

17%

████████████

India

7,584

13%

█████████

Europe

6,880

11%

████████

2,640

███

APAC

2,217

███

Canada

1,912

██

Germany

1,230

█

Remote

1,188

█

LatAm

884

█

Brazil

821

█

Australia

800

█

Mexico

797

█

Singapore

672

█

Middle East

477

█

Africa

399

Japan

375

Israel

260

South Korea

225

Unknown

Remote jobs by region · 19,341 remote jobs

Region	Jobs	%
USA	6,799	35%	████████████████████████
Europe	3,741	19%	█████████████
India	1,369	7%	█████
Canada	1,086	6%	████
Remote	1,059	5%	████
UK	1,058	5%	████
Other	727	4%	███
APAC	605	3%	██
Brazil	589	3%	██
Germany	583	3%	██
LatAm	421	2%	█
Australia	297	2%	█
Mexico	283	1%	█
Africa	188	1%	█
Middle East	168	1%	█
Singapore	113	1%
Israel	109	1%
Japan	82	0%
South Korea	55	0%
Unknown	9	0%

Region

Jobs

USA

6,799

35%

████████████████████████

Europe

3,741

19%

█████████████

India

1,369

█████

Canada

1,086

████

Remote

1,059

████

1,058

████

Other

727

███

APAC

605

██

Brazil

589

██

Germany

583

██

LatAm

421

█

Australia

297

█

Mexico

283

█

Africa

188

█

Middle East

168

█

Singapore

113

Israel

109

Japan

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2536	1193	1956	1278	361	264	457	166	9,089
sales-bd-account-management	3059	1478	482	879	503	315	244	294	8,372
customer-success-support	3731	845	343	390	173	167	105	74	6,360
program-project-business-analysis	1559	963	423	385	243	141	117	63	4,403
finance-accounting	1067	853	572	547	154	233	94	57	4,042
operations-procurement-supply-chain	1449	937	319	315	128	206	71	90	3,946
devops-cloud-sre	864	484	399	316	101	38	80	39	2,579
product-management	848	399	258	256	121	97	109	64	2,441
solutions-implementation-consulting	782	359	258	223	123	77	70	76	2,353
marketing-growth-comms	760	275	119	418	136	89	95	72	2,314
people-hr-recruiting	640	354	215	404	102	106	52	52	2,229
ai-ml-data-science	679	283	354	230	113	103	82	37	2,145
enterprise-apps-erp-crm	365	338	641	94	39	57	59	19	1,840
data-bi-analytics	394	330	374	249	66	49	48	28	1,781
cybersecurity-risk-iam	491	293	266	209	73	24	59	15	1,606

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2536

1193

1956

1278

361

264

457

166

9,089

sales-bd-account-management

3059

1478

482

879

503

315

244

294

8,372

customer-success-support

3731

845

343

390

173

167

105

6,360

program-project-business-analysis

1559

963

423

385

243

141

117

4,403

finance-accounting

1067

853

572

547

154

233

4,042

operations-procurement-supply-chain

1449

937

319

315

128

206

3,946

devops-cloud-sre

864

484

399

316

101

2,579

product-management

848

399

258

256

121

109

2,441

solutions-implementation-consulting

782

359

258

223

123

2,353

marketing-growth-comms

760

275

119

418

136

2,314

people-hr-recruiting

640

354

215

404

102

106

2,229

ai-ml-data-science

679

283

354

230

113

103

2,145

enterprise-apps-erp-crm

365

338

641

1,840

data-bi-analytics

394

330

374

249

1,781

cybersecurity-risk-iam

491

293

266

209

1,606

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 14:03 · 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
14:03 · 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.