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

31,812

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: mobile-engineering 35 · legal-risk-compliance 49 · design-ux-content 88 · embedded-vlsi-hardware 106 · marketing-growth-comms 128 · people-hr-recruiting 172

India by city

City bucket	Jobs	Share
Bangalore	3,005	39.5%	████████████████████████
Hyderabad	972	12.8%	████████
Pune	859	11.3%	███████
Mumbai	480	6.3%	████
Gurgaon	352	4.6%	███
Delhi	97	1.3%	█
Noida	186	2.4%	█
Chennai	475	6.3%	████
Other India	1,173	15.4%	█████████

India by role family

Role family	India jobs	Share
software-engineering	1,807	23.8%
finance-accounting	568	7.5%
enterprise-apps-erp-crm	562	7.4%
program-project-business-analysis	465	6.1%
devops-cloud-sre	444	5.8%
sales-bd-account-management	441	5.8%
data-bi-analytics	437	5.8%
ai-ml-data-science	430	5.7%
customer-success-support	427	5.6%
operations-procurement-supply-chain	348	4.6%
product-management	313	4.1%
qa-test-engineering	300	3.9%
solutions-implementation-consulting	255	3.4%
cybersecurity-risk-iam	224	2.9%
people-hr-recruiting	172	2.3%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	849	223	243	39	40	12	36	145	1,807
finance-accounting	177	76	62	65	49	3	19	27	568
enterprise-apps-erp-crm	242	95	65	17	26	3	9	24	562
program-project-business-analysis	130	84	82	28	31	6	12	29	465
devops-cloud-sre	199	51	63	17	11	4	8	30	444
sales-bd-account-management	114	23	13	92	35	29	8	20	441
data-bi-analytics	183	65	58	17	12	4	9	37	437
ai-ml-data-science	169	72	39	29	20	1	5	18	430
customer-success-support	142	32	39	32	34	6	11	45	427
operations-procurement-supply-chain	101	49	30	32	24	5	18	28	348
product-management	144	42	32	17	9	8	12	15	313
qa-test-engineering	115	43	48	12	11	6	10	19	300

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

849

223

243

145

1,807

finance-accounting

177

568

enterprise-apps-erp-crm

242

562

program-project-business-analysis

130

465

devops-cloud-sre

199

444

sales-bd-account-management

114

441

data-bi-analytics

183

437

ai-ml-data-science

169

430

customer-success-support

142

427

operations-procurement-supply-chain

101

348

product-management

144

313

qa-test-engineering

115

300

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	103	105	█

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

103

105

█

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

Country	Jobs	%
USA	20,705	35%	████████████████████████
Other	10,457	17%	████████████
India	7,582	13%	█████████
Europe	6,121	10%	███████
UK	2,840	5%	███
APAC	2,232	4%	███
Canada	1,697	3%	██
Germany	1,352	2%	██
Remote	1,209	2%	█
LatAm	956	2%	█
Mexico	833	1%	█
Brazil	774	1%	█
Australia	742	1%	█
Singapore	731	1%	█
Japan	424	1%
Middle East	388	1%
Africa	378	1%
South Korea	270	0%
Israel	252	0%
Unknown	57	0%

Country

Jobs

USA

20,705

35%

████████████████████████

Other

10,457

17%

████████████

India

7,582

13%

█████████

Europe

6,121

10%

███████

2,840

███

APAC

2,232

███

Canada

1,697

██

Germany

1,352

██

Remote

1,209

█

LatAm

956

█

Mexico

833

█

Brazil

774

█

Australia

742

█

Singapore

731

█

Japan

424

Middle East

388

Africa

378

South Korea

270

Israel

252

Unknown

Remote jobs by region · 18,138 remote jobs

Region	Jobs	%
USA	7,014	39%	████████████████████████
Europe	2,871	16%	██████████
India	1,216	7%	████
Remote	1,098	6%	████
UK	1,028	6%	████
Canada	906	5%	███
Other	679	4%	██
Germany	605	3%	██
APAC	584	3%	██
Brazil	546	3%	██
LatAm	481	3%	██
Mexico	253	1%	█
Australia	230	1%	█
Africa	164	1%	█
Singapore	128	1%
Middle East	112	1%
Japan	90	0%
South Korea	66	0%
Israel	57	0%
Unknown	10	0%

Region

Jobs

USA

7,014

39%

████████████████████████

Europe

2,871

16%

██████████

India

1,216

████

Remote

1,098

████

1,028

████

Canada

906

███

Other

679

██

Germany

605

██

APAC

584

██

Brazil

546

██

LatAm

481

██

Mexico

253

█

Australia

230

█

Africa

164

█

Singapore

128

Middle East

112

Japan

South Korea

Israel

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2495	1192	1801	962	326	314	365	147	8,473
sales-bd-account-management	3120	1602	440	832	540	306	194	325	8,439
customer-success-support	3570	883	423	389	168	164	104	88	6,399
program-project-business-analysis	1676	1057	465	459	295	144	126	90	4,928
operations-procurement-supply-chain	1632	1071	348	340	192	212	65	107	4,442
finance-accounting	1003	867	568	480	163	201	90	52	3,830
product-management	1002	402	313	250	130	117	106	66	2,674
marketing-growth-comms	933	263	128	419	192	123	111	97	2,657
devops-cloud-sre	893	438	443	240	103	34	94	40	2,564
ai-ml-data-science	815	325	429	297	127	99	89	84	2,535
solutions-implementation-consulting	790	432	255	212	140	72	61	55	2,416
data-bi-analytics	394	343	437	222	75	61	37	42	1,908
people-hr-recruiting	568	268	172	245	89	113	48	44	1,790
enterprise-apps-erp-crm	266	292	562	91	35	39	31	26	1,528
cybersecurity-risk-iam	426	298	224	187	49	18	40	19	1,390

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2495

1192

1801

962

326

314

365

147

8,473

sales-bd-account-management

3120

1602

440

832

540

306

194

325

8,439

customer-success-support

3570

883

423

389

168

164

104

6,399

program-project-business-analysis

1676

1057

465

459

295

144

126

4,928

operations-procurement-supply-chain

1632

1071

348

340

192

212

107

4,442

finance-accounting

1003

867

568

480

163

201

3,830

product-management

1002

402

313

250

130

117

106

2,674

marketing-growth-comms

933

263

128

419

192

123

111

2,657

devops-cloud-sre

893

438

443

240

103

2,564

ai-ml-data-science

815

325

429

297

127

2,535

solutions-implementation-consulting

790

432

255

212

140

2,416

data-bi-analytics

394

343

437

222

1,908

people-hr-recruiting

568

268

172

245

113

1,790

enterprise-apps-erp-crm

266

292

562

1,528

cybersecurity-risk-iam

426

298

224

187

1,390

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 10:02 · 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
10:02 · 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.