careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,599

12.7% of pool

vs launch baseline

+2,206

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,599 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,711

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: mobile-engineering 36 · design-ux-content 68 · legal-risk-compliance 89 · marketing-growth-comms 132 · embedded-vlsi-hardware 143 · people-hr-recruiting 190

India by city

City bucket	Jobs	Share
Bangalore	2,862	37.7%	████████████████████████
Hyderabad	980	12.9%	████████
Pune	925	12.2%	████████
Mumbai	494	6.5%	████
Gurgaon	387	5.1%	███
Delhi	89	1.2%	█
Noida	163	2.1%	█
Chennai	433	5.7%	████
Other India	1,266	16.7%	███████████

India by role family

Role family	India jobs	Share
software-engineering	1,768	23.3%
enterprise-apps-erp-crm	668	8.8%
finance-accounting	594	7.8%
devops-cloud-sre	482	6.3%
program-project-business-analysis	447	5.9%
sales-bd-account-management	439	5.8%
ai-ml-data-science	383	5.0%
customer-success-support	378	5.0%
data-bi-analytics	374	4.9%
cybersecurity-risk-iam	313	4.1%
operations-procurement-supply-chain	297	3.9%
qa-test-engineering	278	3.7%
product-management	271	3.6%
solutions-implementation-consulting	249	3.3%
people-hr-recruiting	190	2.5%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	777	214	266	52	52	12	39	128	1,768
enterprise-apps-erp-crm	267	138	83	22	29	2	9	28	668
finance-accounting	220	65	68	65	41	8	19	25	594
devops-cloud-sre	208	60	67	17	19	3	9	26	482
program-project-business-analysis	123	57	72	30	40	10	14	23	447
sales-bd-account-management	85	33	20	87	34	18	4	34	439
ai-ml-data-science	161	73	26	25	21	1	4	10	383
customer-success-support	124	31	57	24	24	4	7	28	378
data-bi-analytics	135	59	42	22	20	1	4	20	374
cybersecurity-risk-iam	113	66	43	14	13	1	8	20	313
operations-procurement-supply-chain	82	39	39	37	20	4	9	24	297
qa-test-engineering	87	41	44	13	10	6	4	19	278

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

777

214

266

128

1,768

enterprise-apps-erp-crm

267

138

668

finance-accounting

220

594

devops-cloud-sre

208

482

program-project-business-analysis

123

447

sales-bd-account-management

439

ai-ml-data-science

161

383

customer-success-support

124

378

data-bi-analytics

135

374

cybersecurity-risk-iam

113

313

operations-procurement-supply-chain

297

qa-test-engineering

278

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	2

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	20,767	35%	████████████████████████
Other	10,416	17%	████████████
India	7,573	13%	█████████
Europe	6,499	11%	████████
UK	2,822	5%	███
APAC	2,119	4%	██
Canada	1,831	3%	██
Germany	1,216	2%	█
Remote	1,078	2%	█
LatAm	843	1%	█
Mexico	815	1%	█
Brazil	815	1%	█
Australia	761	1%	█
Singapore	640	1%	█
Middle East	431	1%
Japan	384	1%
Africa	379	1%
South Korea	283	0%
Israel	259	0%
Unknown	69	0%

Country

Jobs

USA

20,767

35%

████████████████████████

Other

10,416

17%

████████████

India

7,573

13%

█████████

Europe

6,499

11%

████████

2,822

███

APAC

2,119

██

Canada

1,831

██

Germany

1,216

█

Remote

1,078

█

LatAm

843

█

Mexico

815

█

Brazil

815

█

Australia

761

█

Singapore

640

█

Middle East

431

Japan

384

Africa

379

South Korea

283

Israel

259

Unknown

Remote jobs by region · 18,432 remote jobs

Region	Jobs	%
USA	6,748	37%	████████████████████████
Europe	3,372	18%	████████████
India	1,224	7%	████
UK	1,075	6%	████
Canada	1,054	6%	████
Remote	966	5%	███
Other	720	4%	███
Germany	638	3%	██
Brazil	585	3%	██
APAC	423	2%	██
LatAm	399	2%	█
Mexico	243	1%	█
Australia	242	1%	█
Africa	195	1%	█
Middle East	170	1%	█
Singapore	116	1%
Japan	95	1%
Israel	92	0%
South Korea	53	0%
Unknown	22	0%

Region

Jobs

USA

6,748

37%

████████████████████████

Europe

3,372

18%

████████████

India

1,224

████

1,075

████

Canada

1,054

████

Remote

966

███

Other

720

███

Germany

638

██

Brazil

585

██

APAC

423

██

LatAm

399

█

Mexico

243

█

Australia

242

█

Africa

195

█

Middle East

170

█

Singapore

116

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2445	1233	1761	936	326	205	387	165	8,243
sales-bd-account-management	3076	1476	436	816	575	310	212	253	8,183
customer-success-support	4341	882	377	428	193	187	101	91	7,167
program-project-business-analysis	1515	961	447	443	304	145	149	72	4,523
operations-procurement-supply-chain	1411	1054	297	343	151	262	63	102	4,176
finance-accounting	1083	912	594	517	153	201	83	61	4,056
product-management	932	421	268	341	150	83	147	71	2,741
devops-cloud-sre	855	445	479	351	123	34	89	41	2,717
solutions-implementation-consulting	755	412	249	271	136	72	83	52	2,412
marketing-growth-comms	758	240	132	326	137	95	107	61	2,176
ai-ml-data-science	623	347	382	244	105	66	57	43	2,105
data-bi-analytics	398	335	374	345	77	45	75	39	1,971
people-hr-recruiting	595	305	190	238	75	111	51	43	1,831
enterprise-apps-erp-crm	330	308	663	93	57	46	37	18	1,761
cybersecurity-risk-iam	478	302	311	192	72	15	67	25	1,605

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2445

1233

1761

936

326

205

387

165

8,243

sales-bd-account-management

3076

1476

436

816

575

310

212

253

8,183

customer-success-support

4341

882

377

428

193

187

101

7,167

program-project-business-analysis

1515

961

447

443

304

145

149

4,523

operations-procurement-supply-chain

1411

1054

297

343

151

262

102

4,176

finance-accounting

1083

912

594

517

153

201

4,056

product-management

932

421

268

341

150

147

2,741

devops-cloud-sre

855

445

479

351

123

2,717

solutions-implementation-consulting

755

412

249

271

136

2,412

marketing-growth-comms

758

240

132

326

137

107

2,176

ai-ml-data-science

623

347

382

244

105

2,105

data-bi-analytics

398

335

374

345

1,971

people-hr-recruiting

595

305

190

238

111

1,831

enterprise-apps-erp-crm

330

308

663

1,761

cybersecurity-risk-iam

478

302

311

192

1,605

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 22:00 · 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 23:17 · 355 rep · 68 disc

Date

agent_scan

jsonapi

2026-08-15

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

● failed
22:00 · 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
23:17 · 355 rep · 68 disc

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