careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,679

12.8% of pool

vs launch baseline

+2,286

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,679 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,487

distinct URLs added to cohort_reports

Fresh pool: 135,799 / 158,991. Lowest India role-family counts: mobile-engineering 30 · legal-risk-compliance 46 · design-ux-content 92 · embedded-vlsi-hardware 118 · marketing-growth-comms 130 · people-hr-recruiting 191

India by city

City bucket	Jobs	Share
Bangalore	3,018	39.3%	████████████████████████
Hyderabad	1,013	13.2%	████████
Pune	939	12.2%	███████
Mumbai	477	6.2%	████
Gurgaon	356	4.6%	███
Delhi	83	1.1%	█
Noida	137	1.8%	█
Chennai	441	5.7%	████
Other India	1,215	15.8%	██████████

India by role family

Role family	India jobs	Share
software-engineering	1,806	23.5%
finance-accounting	635	8.3%
enterprise-apps-erp-crm	635	8.3%
program-project-business-analysis	470	6.1%
data-bi-analytics	439	5.7%
customer-success-support	433	5.6%
sales-bd-account-management	411	5.4%
ai-ml-data-science	378	4.9%
devops-cloud-sre	377	4.9%
operations-procurement-supply-chain	345	4.5%
qa-test-engineering	314	4.1%
product-management	282	3.7%
cybersecurity-risk-iam	278	3.6%
solutions-implementation-consulting	269	3.5%
people-hr-recruiting	191	2.5%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	843	231	254	61	49	10	32	123	1,806
finance-accounting	188	83	92	81	48	5	22	24	635
enterprise-apps-erp-crm	269	142	79	15	12	5	8	27	635
program-project-business-analysis	144	74	84	35	30	7	5	30	470
data-bi-analytics	172	69	53	21	22	1	8	32	439
customer-success-support	148	34	50	30	36	6	9	31	433
sales-bd-account-management	83	24	19	67	27	20	9	26	411
ai-ml-data-science	174	55	30	23	20	·	2	19	378
devops-cloud-sre	182	53	44	5	16	2	3	14	377
operations-procurement-supply-chain	104	40	46	36	28	9	9	20	345
qa-test-engineering	110	46	51	11	7	1	8	26	314
product-management	109	40	32	10	12	4	6	12	282

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

843

231

254

123

1,806

finance-accounting

188

635

enterprise-apps-erp-crm

269

142

635

program-project-business-analysis

144

470

data-bi-analytics

172

439

customer-success-support

148

433

sales-bd-account-management

411

ai-ml-data-science

174

378

devops-cloud-sre

182

377

operations-procurement-supply-chain

104

345

qa-test-engineering

110

314

product-management

109

282

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	151	156	█

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

151

156

█

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

Country	Jobs	%
USA	20,900	35%	████████████████████████
Other	10,501	18%	████████████
India	7,652	13%	█████████
Europe	6,253	10%	███████
UK	2,826	5%	███
APAC	2,063	3%	██
Canada	1,699	3%	██
Germany	1,252	2%	█
Remote	1,220	2%	█
Mexico	818	1%	█
LatAm	810	1%	█
Brazil	803	1%	█
Australia	754	1%	█
Singapore	721	1%	█
Middle East	436	1%	█
Africa	378	1%
Japan	375	1%
Israel	254	0%
South Korea	237	0%
Unknown	48	0%

Country

Jobs

USA

20,900

35%

████████████████████████

Other

10,501

18%

████████████

India

7,652

13%

█████████

Europe

6,253

10%

███████

2,826

███

APAC

2,063

██

Canada

1,699

██

Germany

1,252

█

Remote

1,220

█

Mexico

818

█

LatAm

810

█

Brazil

803

█

Australia

754

█

Singapore

721

█

Middle East

436

█

Africa

378

Japan

375

Israel

254

South Korea

237

Unknown

Remote jobs by region · 17,696 remote jobs

Region	Jobs	%
USA	6,650	38%	████████████████████████
Europe	2,992	17%	███████████
India	1,251	7%	█████
Remote	1,085	6%	████
UK	991	6%	████
Canada	893	5%	███
Other	683	4%	██
Germany	595	3%	██
Brazil	552	3%	██
APAC	468	3%	██
LatAm	368	2%	█
Mexico	260	1%	█
Australia	244	1%	█
Africa	168	1%	█
Middle East	148	1%	█
Singapore	121	1%
Japan	95	1%
Israel	74	0%
South Korea	47	0%
Unknown	11	0%

Region

Jobs

USA

6,650

38%

████████████████████████

Europe

2,992

17%

███████████

India

1,251

█████

Remote

1,085

████

991

████

Canada

893

███

Other

683

██

Germany

595

██

Brazil

552

██

APAC

468

██

LatAm

368

█

Mexico

260

█

Australia

244

█

Africa

168

█

Middle East

148

█

Singapore

121

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
sales-bd-account-management	3148	1604	408	839	585	300	204	280	8,479
software-engineering	2477	1187	1796	994	305	210	375	166	8,305
customer-success-support	4275	888	432	417	208	175	103	78	7,129
program-project-business-analysis	1581	996	468	420	296	136	127	66	4,597
finance-accounting	1008	897	635	484	164	241	72	52	4,047
operations-procurement-supply-chain	1320	972	345	314	139	197	80	88	3,876
product-management	989	448	281	392	134	67	154	84	2,925
solutions-implementation-consulting	758	421	269	257	154	68	35	68	2,450
devops-cloud-sre	771	448	376	275	105	34	61	39	2,337
marketing-growth-comms	809	297	130	250	189	95	82	89	2,292
ai-ml-data-science	706	323	376	272	120	84	76	44	2,266
data-bi-analytics	405	359	439	254	71	65	47	37	1,934
enterprise-apps-erp-crm	301	315	631	79	46	45	44	15	1,659
people-hr-recruiting	556	266	191	197	52	110	37	30	1,632
cybersecurity-risk-iam	520	321	276	169	50	19	52	30	1,592

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

sales-bd-account-management

3148

1604

408

839

585

300

204

280

8,479

software-engineering

2477

1187

1796

994

305

210

375

166

8,305

customer-success-support

4275

888

432

417

208

175

103

7,129

program-project-business-analysis

1581

996

468

420

296

136

127

4,597

finance-accounting

1008

897

635

484

164

241

4,047

operations-procurement-supply-chain

1320

972

345

314

139

197

3,876

product-management

989

448

281

392

134

154

2,925

solutions-implementation-consulting

758

421

269

257

154

2,450

devops-cloud-sre

771

448

376

275

105

2,337

marketing-growth-comms

809

297

130

250

189

2,292

ai-ml-data-science

706

323

376

272

120

2,266

data-bi-analytics

405

359

439

254

1,934

enterprise-apps-erp-crm

301

315

631

1,659

people-hr-recruiting

556

266

191

197

110

1,632

cybersecurity-risk-iam

520

321

276

169

1,592

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 04:01 · 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
04:01 · 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.