careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,334

12.2% of pool

vs launch baseline

+1,941

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,334 tagged India rows

jsonapi health

succeeded

20/20 cohorts · 18m · 510 reports · 0 errors

new jobs, 14d

28,165

distinct URLs added to cohort_reports

Fresh pool: 163,027 / 260,893. Lowest India role-family counts: mobile-engineering 19 · legal-risk-compliance 84 · design-ux-content 97 · embedded-vlsi-hardware 97 · marketing-growth-comms 103 · people-hr-recruiting 158

India by city

City bucket	Jobs	Share
Bangalore	3,002	40.9%	████████████████████████
Hyderabad	990	13.5%	████████
Pune	856	11.7%	███████
Mumbai	425	5.8%	███
Gurgaon	361	4.9%	███
Delhi	100	1.4%	█
Noida	140	1.9%	█
Chennai	443	6.0%	████
Other India	1,017	13.9%	████████

India by role family

Role family	India jobs	Share
software-engineering	1,761	24.0%
finance-accounting	547	7.5%
enterprise-apps-erp-crm	544	7.4%
sales-bd-account-management	448	6.1%
program-project-business-analysis	442	6.0%
devops-cloud-sre	440	6.0%
customer-success-support	407	5.5%
data-bi-analytics	400	5.5%
ai-ml-data-science	375	5.1%
operations-procurement-supply-chain	348	4.7%
qa-test-engineering	312	4.3%
product-management	281	3.8%
solutions-implementation-consulting	247	3.4%
cybersecurity-risk-iam	224	3.1%
people-hr-recruiting	158	2.2%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	851	232	216	51	56	13	32	118	1,761
finance-accounting	190	74	58	56	53	1	12	42	547
enterprise-apps-erp-crm	201	118	81	22	19	3	9	30	544
sales-bd-account-management	113	28	17	71	35	36	8	23	448
program-project-business-analysis	159	60	67	28	32	2	9	28	442
devops-cloud-sre	201	60	53	17	19	3	8	29	440
customer-success-support	151	37	49	27	22	5	7	39	407
data-bi-analytics	162	83	46	14	19	3	3	21	400
ai-ml-data-science	173	43	35	20	20	2	·	15	375
operations-procurement-supply-chain	117	45	34	26	26	5	6	33	348
qa-test-engineering	121	49	67	9	5	4	8	20	312
product-management	134	33	28	15	9	5	10	10	281

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

851

232

216

118

1,761

finance-accounting

190

547

enterprise-apps-erp-crm

201

118

544

sales-bd-account-management

113

448

program-project-business-analysis

159

442

devops-cloud-sre

201

440

customer-success-support

151

407

data-bi-analytics

162

400

ai-ml-data-science

173

375

operations-procurement-supply-chain

117

348

qa-test-engineering

121

312

product-management

134

281

Quality scorecard

New jobs added per day

Date	Unique jobs	× cohorts
2026-10-15	5,286	5,428	████████████████████████
2026-10-14	34	34
2026-10-13	950	967	████
2026-10-12	2,309	2,378	██████████
2026-10-11	343	346	██
2026-10-10	376	382	██
2026-10-09	2,702	2,778	████████████
2026-10-08	3,223	3,320	███████████████
2026-10-07	3,323	3,370	███████████████
2026-10-06	3,042	3,119	██████████████
2026-10-05	2,573	2,637	████████████
2026-10-04	321	327	█
2026-10-03	486	494	██
2026-10-02	2,265	2,329	██████████
2026-10-01	932	956	████

Date

Unique jobs

× cohorts

2026-10-15

5,286

5,428

████████████████████████

2026-10-14

2026-10-13

950

967

████

2026-10-12

2,309

2,378

██████████

2026-10-11

343

346

██

2026-10-10

376

382

██

2026-10-09

2,702

2,778

████████████

2026-10-08

3,223

3,320

███████████████

2026-10-07

3,323

3,370

███████████████

2026-10-06

3,042

3,119

██████████████

2026-10-05

2,573

2,637

████████████

2026-10-04

321

327

█

2026-10-03

486

494

██

2026-10-02

2,265

2,329

██████████

2026-10-01

932

956

████

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

Country	Jobs	%
USA	21,793	36%	████████████████████████
Other	10,420	17%	███████████
India	7,307	12%	████████
Europe	5,995	10%	███████
UK	2,828	5%	███
APAC	2,085	3%	██
Canada	1,641	3%	██
Remote	1,280	2%	█
Germany	1,222	2%	█
LatAm	868	1%	█
Mexico	792	1%	█
Australia	708	1%	█
Singapore	707	1%	█
Brazil	622	1%	█
Middle East	437	1%
Japan	372	1%
Africa	319	1%
South Korea	316	1%
Israel	230	0%
Unknown	58	0%

Country

Jobs

USA

21,793

36%

████████████████████████

Other

10,420

17%

███████████

India

7,307

12%

████████

Europe

5,995

10%

███████

2,828

███

APAC

2,085

██

Canada

1,641

██

Remote

1,280

█

Germany

1,222

█

LatAm

868

█

Mexico

792

█

Australia

708

█

Singapore

707

█

Brazil

622

█

Middle East

437

Japan

372

Africa

319

South Korea

316

Israel

230

Unknown

Remote jobs by region · 16,421 remote jobs

Region	Jobs	%
USA	6,392	39%	████████████████████████
Europe	2,594	16%	██████████
Remote	1,136	7%	████
India	1,044	6%	████
UK	990	6%	████
Canada	828	5%	███
Other	696	4%	███
Germany	461	3%	██
LatAm	437	3%	██
Brazil	426	3%	██
APAC	425	3%	██
Mexico	235	1%	█
Australia	201	1%	█
Africa	127	1%
Singapore	106	1%
Middle East	106	1%
Japan	78	0%
South Korea	61	0%
Israel	61	0%
Unknown	17	0%

Region

Jobs

USA

6,392

39%

████████████████████████

Europe

2,594

16%

██████████

Remote

1,136

████

India

1,044

████

990

████

Canada

828

███

Other

696

███

Germany

461

██

LatAm

437

██

Brazil

426

██

APAC

425

██

Mexico

235

█

Australia

201

█

Africa

127

Singapore

106

Middle East

106

Japan

South Korea

Israel

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Remote	Total
software-engineering	2852	1256	1757	1062	346	217	400	148	8,848
sales-bd-account-management	2736	1593	445	879	560	311	179	272	8,115
customer-success-support	4903	862	404	429	197	182	126	97	7,772
program-project-business-analysis	1637	1000	442	474	263	170	131	78	4,753
operations-procurement-supply-chain	1441	886	348	276	132	179	62	44	3,831
finance-accounting	904	851	545	394	152	176	66	45	3,543
product-management	944	441	280	282	129	122	103	92	2,687
devops-cloud-sre	905	430	437	266	126	41	69	60	2,568
solutions-implementation-consulting	876	409	247	240	156	59	57	102	2,512
ai-ml-data-science	745	347	373	263	126	90	70	53	2,300
marketing-growth-comms	790	221	103	257	148	84	73	58	2,062
data-bi-analytics	405	381	399	253	87	67	61	38	1,968
people-hr-recruiting	621	282	158	189	83	93	33	30	1,688
enterprise-apps-erp-crm	329	324	539	69	49	42	36	53	1,581
cybersecurity-risk-iam	415	285	222	167	51	23	35	37	1,396

Cohort

USA

Other

India

Europe

APAC

Canada

Remote

Total

software-engineering

2852

1256

1757

1062

346

217

400

148

8,848

sales-bd-account-management

2736

1593

445

879

560

311

179

272

8,115

customer-success-support

4903

862

404

429

197

182

126

7,772

program-project-business-analysis

1637

1000

442

474

263

170

131

4,753

operations-procurement-supply-chain

1441

886

348

276

132

179

3,831

finance-accounting

904

851

545

394

152

176

3,543

product-management

944

441

280

282

129

122

103

2,687

devops-cloud-sre

905

430

437

266

126

2,568

solutions-implementation-consulting

876

409

247

240

156

102

2,512

ai-ml-data-science

745

347

373

263

126

2,300

marketing-growth-comms

790

221

103

257

148

2,062

data-bi-analytics

405

381

399

253

1,968

people-hr-recruiting

621

282

158

189

1,688

enterprise-apps-erp-crm

329

324

539

1,581

cybersecurity-risk-iam

415

285

222

167

1,396

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
2026-10-15	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● succeeded 16:21 · 510 rep · 204 disc
2026-10-14	—	● failed 23:05 · 0 rep · 0 disc
2026-10-13	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● failed 23:02 · 0 rep · 0 disc
2026-10-12	—	● succeeded 23:18 · 355 rep · 43 disc
2026-10-11	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● succeeded 23:16 · 322 rep · 2 disc
2026-10-10	—	● succeeded 23:16 · 344 rep · 0 disc

Date

agent_scan

jsonapi

2026-10-15

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

● succeeded
16:21 · 510 rep · 204 disc

2026-10-14

—

● failed
23:05 · 0 rep · 0 disc

2026-10-13

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

● failed
23:02 · 0 rep · 0 disc

2026-10-12

—

● succeeded
23:18 · 355 rep · 43 disc

2026-10-11

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

● succeeded
23:16 · 322 rep · 2 disc

2026-10-10

—

● succeeded
23:16 · 344 rep · 0 disc

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