careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,586

12.6% of pool

vs launch baseline

+2,193

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,586 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 27 · legal-risk-compliance 54 · marketing-growth-comms 97 · design-ux-content 107 · embedded-vlsi-hardware 132 · people-hr-recruiting 183

India by city

City bucket	Jobs	Share
Bangalore	2,897	38.2%	████████████████████████
Hyderabad	1,042	13.7%	█████████
Pune	891	11.7%	███████
Mumbai	454	6.0%	████
Gurgaon	343	4.5%	███
Delhi	75	1.0%	█
Noida	179	2.4%	█
Chennai	457	6.0%	████
Other India	1,248	16.5%	██████████

India by role family

Role family	India jobs	Share
software-engineering	1,787	23.6%
finance-accounting	574	7.6%
enterprise-apps-erp-crm	511	6.7%
devops-cloud-sre	499	6.6%
data-bi-analytics	470	6.2%
sales-bd-account-management	451	5.9%
ai-ml-data-science	443	5.8%
program-project-business-analysis	422	5.6%
customer-success-support	411	5.4%
operations-procurement-supply-chain	340	4.5%
qa-test-engineering	331	4.4%
solutions-implementation-consulting	267	3.5%
product-management	263	3.5%
cybersecurity-risk-iam	217	2.9%
people-hr-recruiting	183	2.4%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	746	301	239	50	59	7	37	132	1,787
finance-accounting	209	61	56	71	35	2	29	22	574
enterprise-apps-erp-crm	206	106	58	11	20	3	3	31	511
devops-cloud-sre	207	68	61	16	18	6	5	28	499
data-bi-analytics	181	80	73	12	21	1	10	37	470
sales-bd-account-management	114	26	18	83	37	25	9	25	451
ai-ml-data-science	173	57	62	19	41	·	5	24	443
program-project-business-analysis	145	60	53	25	23	7	7	24	422
customer-success-support	159	32	50	17	20	10	6	32	411
operations-procurement-supply-chain	108	48	41	33	12	5	14	27	340
qa-test-engineering	99	46	63	11	12	3	8	25	331
solutions-implementation-consulting	98	30	28	20	3	3	4	6	267

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

746

301

239

132

1,787

finance-accounting

209

574

enterprise-apps-erp-crm

206

106

511

devops-cloud-sre

207

499

data-bi-analytics

181

470

sales-bd-account-management

114

451

ai-ml-data-science

173

443

program-project-business-analysis

145

422

customer-success-support

159

411

operations-procurement-supply-chain

108

340

qa-test-engineering

331

solutions-implementation-consulting

267

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	20,721	35%	████████████████████████
Other	10,223	17%	████████████
India	7,560	13%	█████████
Europe	6,764	11%	████████
UK	2,701	5%	███
APAC	2,036	3%	██
Canada	1,782	3%	██
Germany	1,298	2%	██
Remote	1,212	2%	█
LatAm	909	2%	█
Brazil	813	1%	█
Australia	790	1%	█
Mexico	765	1%	█
Singapore	706	1%	█
Middle East	466	1%	█
Japan	406	1%
Africa	340	1%
South Korea	249	0%
Israel	197	0%
Unknown	62	0%

Country

Jobs

USA

20,721

35%

████████████████████████

Other

10,223

17%

████████████

India

7,560

13%

█████████

Europe

6,764

11%

████████

2,701

███

APAC

2,036

██

Canada

1,782

██

Germany

1,298

██

Remote

1,212

█

LatAm

909

█

Brazil

813

█

Australia

790

█

Mexico

765

█

Singapore

706

█

Middle East

466

█

Japan

406

Africa

340

South Korea

249

Israel

197

Unknown

Remote jobs by region · 18,294 remote jobs

Region	Jobs	%
USA	6,567	36%	████████████████████████
Europe	3,425	19%	█████████████
India	1,216	7%	████
Remote	1,095	6%	████
UK	1,056	6%	████
Canada	1,008	6%	████
Other	727	4%	███
Germany	622	3%	██
Brazil	574	3%	██
APAC	444	2%	██
LatAm	418	2%	██
Mexico	266	1%	█
Australia	245	1%	█
Middle East	166	1%	█
Africa	164	1%	█
Japan	92	1%
Singapore	88	0%
Israel	76	0%
South Korea	30	0%
Unknown	15	0%

Region

Jobs

USA

6,567

36%

████████████████████████

Europe

3,425

19%

█████████████

India

1,216

████

Remote

1,095

████

1,056

████

Canada

1,008

████

Other

727

███

Germany

622

██

Brazil

574

██

APAC

444

██

LatAm

418

██

Mexico

266

█

Australia

245

█

Middle East

166

█

Africa

164

█

Japan

Singapore

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2619	1209	1783	1144	318	229	433	186	8,734
sales-bd-account-management	3099	1606	446	951	568	343	202	277	8,634
customer-success-support	3920	762	411	419	180	166	110	78	6,511
program-project-business-analysis	1507	924	422	364	215	135	95	64	4,227
operations-procurement-supply-chain	1391	908	340	296	145	189	78	89	3,874
finance-accounting	1002	874	570	469	157	179	59	46	3,786
devops-cloud-sre	948	497	495	304	146	35	99	55	2,871
product-management	922	456	263	441	111	95	135	74	2,823
solutions-implementation-consulting	855	384	267	331	178	68	80	87	2,711
ai-ml-data-science	672	310	440	320	119	68	77	39	2,341
marketing-growth-comms	800	232	97	319	146	109	84	59	2,195
data-bi-analytics	419	372	469	256	68	68	57	33	2,046
people-hr-recruiting	589	319	183	243	57	85	33	48	1,793
enterprise-apps-erp-crm	341	322	507	102	42	44	47	18	1,614
cybersecurity-risk-iam	443	277	216	172	55	18	56	33	1,402

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2619

1209

1783

1144

318

229

433

186

8,734

sales-bd-account-management

3099

1606

446

951

568

343

202

277

8,634

customer-success-support

3920

762

411

419

180

166

110

6,511

program-project-business-analysis

1507

924

422

364

215

135

4,227

operations-procurement-supply-chain

1391

908

340

296

145

189

3,874

finance-accounting

1002

874

570

469

157

179

3,786

devops-cloud-sre

948

497

495

304

146

2,871

product-management

922

456

263

441

111

135

2,823

solutions-implementation-consulting

855

384

267

331

178

2,711

ai-ml-data-science

672

310

440

320

119

2,341

marketing-growth-comms

800

232

319

146

109

2,195

data-bi-analytics

419

372

469

256

2,046

people-hr-recruiting

589

319

183

243

1,793

enterprise-apps-erp-crm

341

322

507

102

1,614

cybersecurity-risk-iam

443

277

216

172

1,402

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 05:00 · 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
05:00 · 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.