careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,619

12.7% of pool

vs launch baseline

+2,226

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,619 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 84 · marketing-growth-comms 125 · embedded-vlsi-hardware 127 · people-hr-recruiting 234

India by city

City bucket	Jobs	Share
Bangalore	2,954	38.8%	████████████████████████
Hyderabad	962	12.6%	████████
Pune	959	12.6%	████████
Mumbai	502	6.6%	████
Gurgaon	405	5.3%	███
Delhi	104	1.4%	█
Noida	156	2.0%	█
Chennai	490	6.4%	████
Other India	1,087	14.3%	█████████

India by role family

Role family	India jobs	Share
software-engineering	1,887	24.8%
sales-bd-account-management	533	7.0%
enterprise-apps-erp-crm	529	6.9%
finance-accounting	512	6.7%
program-project-business-analysis	455	6.0%
data-bi-analytics	419	5.5%
devops-cloud-sre	418	5.5%
ai-ml-data-science	388	5.1%
customer-success-support	369	4.8%
operations-procurement-supply-chain	351	4.6%
qa-test-engineering	306	4.0%
product-management	295	3.9%
cybersecurity-risk-iam	244	3.2%
solutions-implementation-consulting	244	3.2%
people-hr-recruiting	234	3.1%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	873	225	278	67	58	11	29	144	1,887
sales-bd-account-management	105	31	17	113	53	31	10	33	533
enterprise-apps-erp-crm	204	86	80	15	15	6	12	49	529
finance-accounting	149	67	76	58	40	5	14	31	512
program-project-business-analysis	141	68	85	36	28	10	12	28	455
data-bi-analytics	166	76	55	24	19	3	5	32	419
devops-cloud-sre	210	57	57	10	12	3	5	22	418
ai-ml-data-science	173	75	32	16	28	3	1	15	388
customer-success-support	128	20	53	27	32	6	6	27	369
operations-procurement-supply-chain	106	41	42	29	31	4	16	25	351
qa-test-engineering	104	40	43	9	11	3	8	26	306
product-management	127	45	33	15	16	4	2	12	295

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

873

225

278

144

1,887

sales-bd-account-management

105

113

533

enterprise-apps-erp-crm

204

529

finance-accounting

149

512

program-project-business-analysis

141

455

data-bi-analytics

166

419

devops-cloud-sre

210

418

ai-ml-data-science

173

388

customer-success-support

128

369

operations-procurement-supply-chain

106

351

qa-test-engineering

104

306

product-management

127

295

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	20,760	35%	████████████████████████
Other	10,685	18%	████████████
India	7,595	13%	█████████
Europe	6,028	10%	███████
UK	2,901	5%	███
APAC	2,278	4%	███
Canada	1,749	3%	██
Germany	1,223	2%	█
Remote	1,189	2%	█
LatAm	847	1%	█
Australia	819	1%	█
Mexico	781	1%	█
Singapore	719	1%	█
Brazil	657	1%	█
Middle East	425	1%
Japan	408	1%
Africa	319	1%
South Korea	292	0%
Israel	251	0%
Unknown	74	0%

Country

Jobs

USA

20,760

35%

████████████████████████

Other

10,685

18%

████████████

India

7,595

13%

█████████

Europe

6,028

10%

███████

2,901

███

APAC

2,278

███

Canada

1,749

██

Germany

1,223

█

Remote

1,189

█

LatAm

847

█

Australia

819

█

Mexico

781

█

Singapore

719

█

Brazil

657

█

Middle East

425

Japan

408

Africa

319

South Korea

292

Israel

251

Unknown

Remote jobs by region · 17,003 remote jobs

Region	Jobs	%
USA	6,607	39%	████████████████████████
Europe	2,738	16%	██████████
India	1,133	7%	████
Remote	1,035	6%	████
UK	946	6%	███
Canada	888	5%	███
Other	626	4%	██
APAC	562	3%	██
Germany	534	3%	██
Brazil	414	2%	██
LatAm	410	2%	█
Australia	265	2%	█
Mexico	241	1%	█
Singapore	126	1%
Africa	124	1%
Middle East	111	1%
Japan	93	1%
Israel	73	0%
South Korea	66	0%
Unknown	11	0%

Region

Jobs

USA

6,607

39%

████████████████████████

Europe

2,738

16%

██████████

India

1,133

████

Remote

1,035

████

946

███

Canada

888

███

Other

626

██

APAC

562

██

Germany

534

██

Brazil

414

██

LatAm

410

█

Australia

265

█

Mexico

241

█

Singapore

126

Africa

124

Middle East

111

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
sales-bd-account-management	3487	1752	532	952	639	338	235	313	9,516
software-engineering	2719	1247	1877	1011	314	261	420	138	8,823
customer-success-support	3542	861	367	373	183	174	89	62	6,128
program-project-business-analysis	1586	1047	452	452	263	174	113	72	4,688
operations-procurement-supply-chain	1482	1063	351	286	155	197	66	107	4,188
finance-accounting	964	814	510	414	177	249	88	58	3,688
product-management	979	435	293	268	132	121	123	61	2,700
solutions-implementation-consulting	800	436	244	269	154	62	81	74	2,516
marketing-growth-comms	844	278	125	270	182	112	91	111	2,337
ai-ml-data-science	694	318	388	262	131	98	67	45	2,244
devops-cloud-sre	742	391	418	195	110	34	58	27	2,208
people-hr-recruiting	692	385	234	290	82	109	56	40	2,165
data-bi-analytics	369	297	419	201	56	56	42	20	1,667
enterprise-apps-erp-crm	261	337	528	79	42	45	39	17	1,499
qa-test-engineering	362	274	306	181	40	64	33	16	1,432

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

sales-bd-account-management

3487

1752

532

952

639

338

235

313

9,516

software-engineering

2719

1247

1877

1011

314

261

420

138

8,823

customer-success-support

3542

861

367

373

183

174

6,128

program-project-business-analysis

1586

1047

452

263

174

113

4,688

operations-procurement-supply-chain

1482

1063

351

286

155

197

107

4,188

finance-accounting

964

814

510

414

177

249

3,688

product-management

979

435

293

268

132

121

123

2,700

solutions-implementation-consulting

800

436

244

269

154

2,516

marketing-growth-comms

844

278

125

270

182

112

111

2,337

ai-ml-data-science

694

318

388

262

131

2,244

devops-cloud-sre

742

391

418

195

110

2,208

people-hr-recruiting

692

385

234

290

109

2,165

data-bi-analytics

369

297

419

201

1,667

enterprise-apps-erp-crm

261

337

528

1,499

qa-test-engineering

362

274

306

181

1,432

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 07:05 · 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
07:05 · 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.