careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,613

12.7% of pool

vs launch baseline

+2,220

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,613 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,496

distinct URLs added to cohort_reports

Fresh pool: 135,799 / 158,991. Lowest India role-family counts: mobile-engineering 33 · legal-risk-compliance 67 · embedded-vlsi-hardware 77 · design-ux-content 109 · marketing-growth-comms 116 · people-hr-recruiting 203

India by city

City bucket	Jobs	Share
Bangalore	2,977	39.1%	████████████████████████
Hyderabad	1,021	13.4%	████████
Pune	851	11.2%	███████
Mumbai	415	5.5%	███
Gurgaon	406	5.3%	███
Delhi	77	1.0%	█
Noida	164	2.2%	█
Chennai	422	5.5%	███
Other India	1,280	16.8%	██████████

India by role family

Role family	India jobs	Share
software-engineering	1,834	24.1%
finance-accounting	541	7.1%
sales-bd-account-management	532	7.0%
devops-cloud-sre	529	6.9%
program-project-business-analysis	471	6.2%
enterprise-apps-erp-crm	454	6.0%
ai-ml-data-science	393	5.2%
data-bi-analytics	389	5.1%
operations-procurement-supply-chain	368	4.8%
customer-success-support	348	4.6%
qa-test-engineering	331	4.3%
solutions-implementation-consulting	313	4.1%
product-management	288	3.8%
cybersecurity-risk-iam	217	2.9%
people-hr-recruiting	203	2.7%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	908	274	213	40	53	6	40	107	1,834
finance-accounting	164	65	61	78	47	2	20	28	541
sales-bd-account-management	135	25	20	74	55	28	14	30	532
devops-cloud-sre	233	77	62	16	21	1	9	35	529
program-project-business-analysis	167	78	65	28	43	4	10	18	471
enterprise-apps-erp-crm	190	87	56	9	18	3	3	21	454
ai-ml-data-science	176	76	28	12	23	·	3	17	393
data-bi-analytics	140	79	50	14	8	2	8	29	389
operations-procurement-supply-chain	93	51	43	32	27	1	13	34	368
customer-success-support	115	26	52	15	29	7	5	32	348
qa-test-engineering	103	34	47	16	10	4	8	25	331
solutions-implementation-consulting	105	33	39	8	18	4	1	7	313

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

908

274

213

107

1,834

finance-accounting

164

541

sales-bd-account-management

135

532

devops-cloud-sre

233

529

program-project-business-analysis

167

471

enterprise-apps-erp-crm

190

454

ai-ml-data-science

176

393

data-bi-analytics

140

389

operations-procurement-supply-chain

368

customer-success-support

115

348

qa-test-engineering

103

331

solutions-implementation-consulting

105

313

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	160	165	█

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

160

165

█

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

Country	Jobs	%
USA	20,152	34%	████████████████████████
Other	10,438	17%	████████████
India	7,585	13%	█████████
Europe	6,647	11%	████████
UK	2,850	5%	███
APAC	2,096	3%	██
Canada	1,925	3%	██
Germany	1,316	2%	██
Remote	1,132	2%	█
LatAm	865	1%	█
Brazil	849	1%	█
Mexico	825	1%	█
Australia	777	1%	█
Singapore	728	1%	█
Middle East	448	1%	█
Africa	403	1%
Japan	399	1%
Israel	258	0%
South Korea	253	0%
Unknown	54	0%

Country

Jobs

USA

20,152

34%

████████████████████████

Other

10,438

17%

████████████

India

7,585

13%

█████████

Europe

6,647

11%

████████

2,850

███

APAC

2,096

██

Canada

1,925

██

Germany

1,316

██

Remote

1,132

█

LatAm

865

█

Brazil

849

█

Mexico

825

█

Australia

777

█

Singapore

728

█

Middle East

448

█

Africa

403

Japan

399

Israel

258

South Korea

253

Unknown

Remote jobs by region · 18,730 remote jobs

Region	Jobs	%
USA	6,685	36%	████████████████████████
Europe	3,468	19%	████████████
India	1,325	7%	█████
UK	1,090	6%	████
Canada	1,089	6%	████
Remote	1,017	5%	████
Other	708	4%	███
Germany	645	3%	██
Brazil	599	3%	██
APAC	456	2%	██
LatAm	390	2%	█
Mexico	270	1%	█
Australia	256	1%	█
Africa	198	1%	█
Middle East	179	1%	█
Singapore	119	1%
Israel	98	1%
Japan	87	0%
South Korea	39	0%
Unknown	12	0%

Region

Jobs

USA

6,685

36%

████████████████████████

Europe

3,468

19%

████████████

India

1,325

█████

1,090

████

Canada

1,089

████

Remote

1,017

████

Other

708

███

Germany

645

██

Brazil

599

██

APAC

456

██

LatAm

390

█

Mexico

270

█

Australia

256

█

Africa

198

█

Middle East

179

█

Singapore

119

Israel

Japan

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
sales-bd-account-management	3259	1773	526	910	658	369	217	338	9,317
software-engineering	2532	1180	1822	1207	343	236	423	176	8,767
customer-success-support	3275	872	348	381	170	150	94	54	5,846
program-project-business-analysis	1535	1082	470	468	240	131	154	76	4,688
operations-procurement-supply-chain	1437	917	368	290	146	195	82	102	3,989
finance-accounting	1012	832	539	376	135	199	74	39	3,607
product-management	958	394	287	315	127	112	158	85	2,763
devops-cloud-sre	897	469	528	298	127	34	76	37	2,711
solutions-implementation-consulting	839	354	313	385	154	72	88	78	2,692
marketing-growth-comms	908	278	116	395	171	89	117	85	2,512
ai-ml-data-science	624	318	393	313	108	77	76	44	2,237
people-hr-recruiting	599	326	203	208	90	94	55	51	1,857
data-bi-analytics	405	341	388	244	66	55	59	30	1,830
qa-test-engineering	356	269	331	176	38	69	38	18	1,459
cybersecurity-risk-iam	379	276	217	213	58	23	54	24	1,384

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

sales-bd-account-management

3259

1773

526

910

658

369

217

338

9,317

software-engineering

2532

1180

1822

1207

343

236

423

176

8,767

customer-success-support

3275

872

348

381

170

150

5,846

program-project-business-analysis

1535

1082

470

468

240

131

154

4,688

operations-procurement-supply-chain

1437

917

368

290

146

195

102

3,989

finance-accounting

1012

832

539

376

135

199

3,607

product-management

958

394

287

315

127

112

158

2,763

devops-cloud-sre

897

469

528

298

127

2,711

solutions-implementation-consulting

839

354

313

385

154

2,692

marketing-growth-comms

908

278

116

395

171

117

2,512

ai-ml-data-science

624

318

393

313

108

2,237

people-hr-recruiting

599

326

203

208

1,857

data-bi-analytics

405

341

388

244

1,830

qa-test-engineering

356

269

331

176

1,459

cybersecurity-risk-iam

379

276

217

213

1,384

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
2026-08-16	—	● failed 02:02 · 0 rep · 0 disc
2026-08-15	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● failed 23:04 · 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 23:17 · 355 rep · 68 disc

Date

agent_scan

jsonapi

2026-08-16

—

● failed
02:02 · 0 rep · 0 disc

2026-08-15

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

● failed
23:04 · 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
23:17 · 355 rep · 68 disc

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