careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,669

12.8% of pool

vs launch baseline

+2,276

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,669 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,750

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: mobile-engineering 39 · legal-risk-compliance 63 · design-ux-content 75 · embedded-vlsi-hardware 98 · marketing-growth-comms 103 · cybersecurity-risk-iam 215

India by city

City bucket	Jobs	Share
Bangalore	3,057	39.9%	████████████████████████
Hyderabad	1,038	13.5%	████████
Pune	933	12.2%	███████
Mumbai	501	6.5%	████
Gurgaon	388	5.1%	███
Delhi	74	1.0%	█
Noida	157	2.0%	█
Chennai	435	5.7%	███
Other India	1,086	14.2%	█████████

India by role family

Role family	India jobs	Share
software-engineering	1,834	23.9%
devops-cloud-sre	538	7.0%
finance-accounting	521	6.8%
ai-ml-data-science	477	6.2%
enterprise-apps-erp-crm	474	6.2%
data-bi-analytics	471	6.1%
sales-bd-account-management	456	5.9%
customer-success-support	422	5.5%
program-project-business-analysis	422	5.5%
operations-procurement-supply-chain	367	4.8%
qa-test-engineering	330	4.3%
product-management	281	3.7%
solutions-implementation-consulting	264	3.4%
people-hr-recruiting	219	2.9%
cybersecurity-risk-iam	215	2.8%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	872	277	246	47	44	5	20	132	1,834
devops-cloud-sre	243	65	74	20	22	3	12	22	538
finance-accounting	163	70	52	57	48	3	11	40	521
ai-ml-data-science	180	71	62	22	36	1	5	10	477
enterprise-apps-erp-crm	204	107	51	13	22	·	5	22	474
data-bi-analytics	191	66	74	28	14	4	13	32	471
sales-bd-account-management	110	19	15	97	45	29	8	35	456
customer-success-support	145	48	69	28	28	1	4	26	422
program-project-business-analysis	139	59	56	32	29	3	18	26	422
operations-procurement-supply-chain	113	49	44	41	25	5	11	24	367
qa-test-engineering	122	58	46	11	13	7	10	21	330
product-management	121	45	36	17	12	5	9	10	281

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

872

277

246

132

1,834

devops-cloud-sre

243

538

finance-accounting

163

521

ai-ml-data-science

180

477

enterprise-apps-erp-crm

204

107

474

data-bi-analytics

191

471

sales-bd-account-management

110

456

customer-success-support

145

422

program-project-business-analysis

139

422

operations-procurement-supply-chain

113

367

qa-test-engineering

122

330

product-management

121

281

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	41	41

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	20,659	34%	████████████████████████
Other	10,469	17%	████████████
India	7,648	13%	█████████
Europe	6,147	10%	███████
UK	2,896	5%	███
APAC	2,181	4%	███
Canada	1,732	3%	██
Remote	1,204	2%	█
Germany	1,199	2%	█
LatAm	948	2%	█
Mexico	813	1%	█
Singapore	807	1%	█
Australia	801	1%	█
Brazil	688	1%	█
Middle East	423	1%
Japan	420	1%
Africa	336	1%
South Korea	307	1%
Israel	246	0%
Unknown	76	0%

Country

Jobs

USA

20,659

34%

████████████████████████

Other

10,469

17%

████████████

India

7,648

13%

█████████

Europe

6,147

10%

███████

2,896

███

APAC

2,181

███

Canada

1,732

██

Remote

1,204

█

Germany

1,199

█

LatAm

948

█

Mexico

813

█

Singapore

807

█

Australia

801

█

Brazil

688

█

Middle East

423

Japan

420

Africa

336

South Korea

307

Israel

246

Unknown

Remote jobs by region · 17,535 remote jobs

Region	Jobs	%
USA	6,769	39%	████████████████████████
Europe	2,801	16%	██████████
India	1,169	7%	████
Remote	1,089	6%	████
UK	1,055	6%	████
Canada	921	5%	███
Other	713	4%	███
Germany	524	3%	██
APAC	477	3%	██
Brazil	470	3%	██
LatAm	415	2%	█
Australia	246	1%	█
Mexico	245	1%	█
Africa	137	1%
Middle East	137	1%
Singapore	134	1%
Japan	95	1%
Israel	68	0%
South Korea	52	0%
Unknown	18	0%

Region

Jobs

USA

6,769

39%

████████████████████████

Europe

2,801

16%

██████████

India

1,169

████

Remote

1,089

████

1,055

████

Canada

921

███

Other

713

███

Germany

524

██

APAC

477

██

Brazil

470

██

LatAm

415

█

Australia

246

█

Mexico

245

█

Africa

137

Middle East

137

Singapore

134

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Remote	Total
sales-bd-account-management	3211	1546	454	912	583	324	217	224	8,748
software-engineering	2546	1213	1827	850	323	255	369	162	8,322
customer-success-support	3388	905	421	425	223	223	102	98	6,387
operations-procurement-supply-chain	1708	1019	367	367	201	222	87	59	4,536
program-project-business-analysis	1566	935	422	359	247	121	123	78	4,390
finance-accounting	936	754	520	409	141	177	82	42	3,475
devops-cloud-sre	942	502	537	369	121	42	91	56	2,945
product-management	950	464	280	284	106	113	112	84	2,676
solutions-implementation-consulting	901	442	264	246	177	68	66	95	2,643
ai-ml-data-science	728	348	476	307	141	100	68	45	2,489
data-bi-analytics	427	456	471	326	74	75	60	39	2,287
people-hr-recruiting	648	362	219	297	94	110	67	34	2,154
marketing-growth-comms	842	240	103	251	169	90	79	55	2,111
cybersecurity-risk-iam	459	293	214	164	54	21	44	29	1,399
enterprise-apps-erp-crm	262	278	469	60	38	26	36	39	1,333

Cohort

USA

Other

India

Europe

APAC

Canada

Remote

Total

sales-bd-account-management

3211

1546

454

912

583

324

217

224

8,748

software-engineering

2546

1213

1827

850

323

255

369

162

8,322

customer-success-support

3388

905

421

425

223

102

6,387

operations-procurement-supply-chain

1708

1019

367

201

222

4,536

program-project-business-analysis

1566

935

422

359

247

121

123

4,390

finance-accounting

936

754

520

409

141

177

3,475

devops-cloud-sre

942

502

537

369

121

2,945

product-management

950

464

280

284

106

113

112

2,676

solutions-implementation-consulting

901

442

264

246

177

2,643

ai-ml-data-science

728

348

476

307

141

100

2,489

data-bi-analytics

427

456

471

326

2,287

people-hr-recruiting

648

362

219

297

110

2,154

marketing-growth-comms

842

240

103

251

169

2,111

cybersecurity-risk-iam

459

293

214

164

1,399

enterprise-apps-erp-crm

262

278

469

1,333

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 16:01 · 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
16:01 · 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.