careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,392

12.3% of pool

vs launch baseline

+1,999

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,392 tagged India rows

jsonapi health

failed

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

new jobs, 14d

23,961

distinct URLs added to cohort_reports

Fresh pool: 157,555 / 255,470. Lowest India role-family counts: mobile-engineering 23 · legal-risk-compliance 52 · embedded-vlsi-hardware 88 · design-ux-content 89 · marketing-growth-comms 93 · people-hr-recruiting 223

India by city

City bucket	Jobs	Share
Bangalore	2,995	40.5%	████████████████████████
Hyderabad	1,041	14.1%	████████
Pune	926	12.5%	███████
Mumbai	475	6.4%	████
Gurgaon	345	4.7%	███
Delhi	101	1.4%	█
Noida	146	2.0%	█
Chennai	380	5.1%	███
Other India	983	13.3%	████████

India by role family

Role family	India jobs	Share
software-engineering	1,867	25.3%
finance-accounting	576	7.8%
enterprise-apps-erp-crm	573	7.8%
sales-bd-account-management	450	6.1%
program-project-business-analysis	420	5.7%
data-bi-analytics	419	5.7%
devops-cloud-sre	371	5.0%
ai-ml-data-science	369	5.0%
customer-success-support	360	4.9%
operations-procurement-supply-chain	345	4.7%
qa-test-engineering	303	4.1%
solutions-implementation-consulting	287	3.9%
product-management	246	3.3%
cybersecurity-risk-iam	238	3.2%
people-hr-recruiting	223	3.0%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	873	305	257	41	45	14	34	94	1,867
finance-accounting	179	67	60	81	70	3	12	34	576
enterprise-apps-erp-crm	252	126	76	20	17	2	1	8	573
sales-bd-account-management	108	21	21	86	28	32	9	40	450
program-project-business-analysis	140	60	82	33	19	4	14	28	420
data-bi-analytics	166	79	65	20	22	2	11	13	419
devops-cloud-sre	181	46	46	8	12	1	5	21	371
ai-ml-data-science	173	73	26	21	13	2	·	13	369
customer-success-support	114	27	56	26	24	9	5	29	360
operations-procurement-supply-chain	114	46	43	29	20	4	8	22	345
qa-test-engineering	108	42	64	10	7	3	14	13	303
solutions-implementation-consulting	119	23	34	22	14	7	3	13	287

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

873

305

257

1,867

finance-accounting

179

576

enterprise-apps-erp-crm

252

126

573

sales-bd-account-management

108

450

program-project-business-analysis

140

420

data-bi-analytics

166

419

devops-cloud-sre

181

371

ai-ml-data-science

173

369

customer-success-support

114

360

operations-procurement-supply-chain

114

345

qa-test-engineering

108

303

solutions-implementation-consulting

119

287

Quality scorecard

New jobs added per day

Date	Unique jobs	× cohorts
2026-10-15	5	5
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	2,009	2,066	███████████████

Date

Unique jobs

× cohorts

2026-10-15

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

2,009

2,066

███████████████

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

Country	Jobs	%
USA	21,807	36%	████████████████████████
Other	10,818	18%	████████████
India	7,374	12%	████████
Europe	5,719	10%	██████
UK	2,700	4%	███
APAC	2,251	4%	██
Canada	1,557	3%	██
Remote	1,213	2%	█
Germany	1,138	2%	█
LatAm	859	1%	█
Australia	768	1%	█
Singapore	752	1%	█
Mexico	745	1%	█
Brazil	570	1%	█
Middle East	426	1%
Japan	372	1%
Africa	346	1%
South Korea	303	1%
Israel	211	0%
Unknown	71	0%

Country

Jobs

USA

21,807

36%

████████████████████████

Other

10,818

18%

████████████

India

7,374

12%

████████

Europe

5,719

10%

██████

2,700

███

APAC

2,251

██

Canada

1,557

██

Remote

1,213

█

Germany

1,138

█

LatAm

859

█

Australia

768

█

Singapore

752

█

Mexico

745

█

Brazil

570

█

Middle East

426

Japan

372

Africa

346

South Korea

303

Israel

211

Unknown

Remote jobs by region · 15,488 remote jobs

Region	Jobs	%
USA	6,256	40%	████████████████████████
Europe	2,235	14%	█████████
Remote	1,044	7%	████
India	999	6%	████
UK	897	6%	███
Canada	714	5%	███
Other	674	4%	███
APAC	545	4%	██
Germany	452	3%	██
LatAm	382	2%	█
Brazil	354	2%	█
Australia	230	1%	█
Mexico	198	1%	█
Africa	120	1%
Singapore	105	1%
Middle East	83	1%
Japan	69	0%
South Korea	66	0%
Israel	52	0%
Unknown	13	0%

Region

Jobs

USA

6,256

40%

████████████████████████

Europe

2,235

14%

█████████

Remote

1,044

████

India

999

████

897

███

Canada

714

███

Other

674

███

APAC

545

██

Germany

452

██

LatAm

382

█

Brazil

354

█

Australia

230

█

Mexico

198

█

Africa

120

Singapore

105

Middle East

Japan

South Korea

Israel

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Remote	Total
software-engineering	2571	1233	1864	995	370	303	391	172	8,779
sales-bd-account-management	3171	1611	447	867	576	310	213	258	8,587
customer-success-support	4805	875	358	391	163	206	81	82	7,519
program-project-business-analysis	1667	1017	419	441	257	176	137	69	4,656
operations-procurement-supply-chain	1648	1076	345	288	162	207	71	57	4,349
finance-accounting	1002	943	575	391	160	220	54	47	3,826
solutions-implementation-consulting	882	449	287	294	149	68	63	93	2,676
product-management	927	431	243	238	118	152	81	69	2,544
ai-ml-data-science	709	391	369	236	106	84	70	39	2,235
devops-cloud-sre	786	426	370	233	82	34	49	44	2,198
people-hr-recruiting	661	390	223	218	96	101	49	39	2,056
data-bi-analytics	370	381	418	244	76	57	43	42	1,876
marketing-growth-comms	696	243	93	189	114	84	64	57	1,805
enterprise-apps-erp-crm	283	312	571	91	42	54	26	45	1,555
cybersecurity-risk-iam	461	286	238	196	59	19	46	39	1,490

Cohort

USA

Other

India

Europe

APAC

Canada

Remote

Total

software-engineering

2571

1233

1864

995

370

303

391

172

8,779

sales-bd-account-management

3171

1611

447

867

576

310

213

258

8,587

customer-success-support

4805

875

358

391

163

206

7,519

program-project-business-analysis

1667

1017

419

441

257

176

137

4,656

operations-procurement-supply-chain

1648

1076

345

288

162

207

4,349

finance-accounting

1002

943

575

391

160

220

3,826

solutions-implementation-consulting

882

449

287

294

149

2,676

product-management

927

431

243

238

118

152

2,544

ai-ml-data-science

709

391

369

236

106

2,235

devops-cloud-sre

786

426

370

233

2,198

people-hr-recruiting

661

390

223

218

101

2,056

data-bi-analytics

370

381

418

244

1,876

marketing-growth-comms

696

243

189

114

1,805

enterprise-apps-erp-crm

283

312

571

1,555

cybersecurity-risk-iam

461

286

238

196

1,490

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	● failed 09:01 · 0 rep · 0 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

● failed
09:01 · 0 rep · 0 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.