careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,245

12.1% of pool

vs launch baseline

+1,852

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,245 tagged India rows

jsonapi health

succeeded

20/20 cohorts · 17m · 500 reports · 0 errors

new jobs, 14d

28,205

distinct URLs added to cohort_reports

Fresh pool: 162,618 / 260,485. Lowest India role-family counts: mobile-engineering 30 · legal-risk-compliance 62 · design-ux-content 88 · embedded-vlsi-hardware 97 · marketing-growth-comms 120 · people-hr-recruiting 179

India by city

City bucket	Jobs	Share
Bangalore	2,951	40.7%	████████████████████████
Hyderabad	971	13.4%	████████
Pune	877	12.1%	███████
Mumbai	438	6.0%	████
Gurgaon	341	4.7%	███
Delhi	91	1.3%	█
Noida	141	1.9%	█
Chennai	413	5.7%	███
Other India	1,022	14.1%	████████

India by role family

Role family	India jobs	Share
software-engineering	1,768	24.4%
finance-accounting	591	8.2%
devops-cloud-sre	459	6.3%
program-project-business-analysis	457	6.3%
sales-bd-account-management	451	6.2%
enterprise-apps-erp-crm	428	5.9%
customer-success-support	399	5.5%
data-bi-analytics	386	5.3%
ai-ml-data-science	351	4.8%
operations-procurement-supply-chain	333	4.6%
qa-test-engineering	310	4.3%
product-management	301	4.2%
solutions-implementation-consulting	229	3.2%
cybersecurity-risk-iam	206	2.8%
people-hr-recruiting	179	2.5%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	819	285	243	41	40	12	37	126	1,768
finance-accounting	195	66	60	81	57	2	21	37	591
devops-cloud-sre	222	71	47	25	16	4	7	23	459
program-project-business-analysis	158	55	74	31	33	6	8	25	457
sales-bd-account-management	120	23	23	69	35	34	1	33	451
enterprise-apps-erp-crm	179	92	73	7	12	·	11	13	428
customer-success-support	132	33	46	28	40	5	2	29	399
data-bi-analytics	155	61	62	21	6	2	5	17	386
ai-ml-data-science	178	44	33	15	16	·	3	13	351
operations-procurement-supply-chain	104	41	33	23	23	6	8	35	333
qa-test-engineering	118	42	51	6	8	1	5	17	310
product-management	140	38	30	12	10	5	10	13	301

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

819

285

243

126

1,768

finance-accounting

195

591

devops-cloud-sre

222

459

program-project-business-analysis

158

457

sales-bd-account-management

120

451

enterprise-apps-erp-crm

179

428

customer-success-support

132

399

data-bi-analytics

155

386

ai-ml-data-science

178

351

operations-procurement-supply-chain

104

333

qa-test-engineering

118

310

product-management

140

301

Quality scorecard

New jobs added per day

Date	Unique jobs	× cohorts
2026-10-15	4,889	5,020	████████████████████████
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	1,369	1,403	███████

Date

Unique jobs

× cohorts

2026-10-15

4,889

5,020

████████████████████████

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

1,369

1,403

███████

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

Country	Jobs	%
USA	22,082	37%	████████████████████████
Other	10,200	17%	███████████
India	7,232	12%	████████
Europe	5,929	10%	██████
UK	2,900	5%	███
APAC	2,096	3%	██
Canada	1,638	3%	██
Remote	1,273	2%	█
Germany	1,225	2%	█
Mexico	835	1%	█
LatAm	834	1%	█
Singapore	751	1%	█
Australia	676	1%	█
Brazil	619	1%	█
Middle East	423	1%
Japan	396	1%
Africa	325	1%
South Korea	271	0%
Israel	231	0%
Unknown	64	0%

Country

Jobs

USA

22,082

37%

████████████████████████

Other

10,200

17%

███████████

India

7,232

12%

████████

Europe

5,929

10%

██████

2,900

███

APAC

2,096

██

Canada

1,638

██

Remote

1,273

█

Germany

1,225

█

Mexico

835

█

LatAm

834

█

Singapore

751

█

Australia

676

█

Brazil

619

█

Middle East

423

Japan

396

Africa

325

South Korea

271

Israel

231

Unknown

Remote jobs by region · 16,726 remote jobs

Region	Jobs	%
USA	6,800	41%	████████████████████████
Europe	2,598	16%	█████████
Remote	1,143	7%	████
India	1,011	6%	████
UK	949	6%	███
Canada	829	5%	███
Other	712	4%	███
Germany	471	3%	██
APAC	442	3%	██
LatAm	411	2%	█
Brazil	396	2%	█
Mexico	247	1%	█
Australia	183	1%	█
Singapore	125	1%
Africa	116	1%
Middle East	98	1%
Japan	80	0%
South Korea	56	0%
Israel	50	0%
Unknown	9	0%

Region

Jobs

USA

6,800

41%

████████████████████████

Europe

2,598

16%

█████████

Remote

1,143

████

India

1,011

████

949

███

Canada

829

███

Other

712

███

Germany

471

██

APAC

442

██

LatAm

411

█

Brazil

396

█

Mexico

247

█

Australia

183

█

Singapore

125

Africa

116

Middle East

Japan

South Korea

Israel

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Remote	Total
sales-bd-account-management	3339	1570	450	894	638	309	222	246	8,860
software-engineering	2682	1183	1766	931	306	242	362	150	8,408
customer-success-support	4863	796	397	423	210	200	91	97	7,616
program-project-business-analysis	1736	942	457	413	306	145	115	71	4,719
operations-procurement-supply-chain	1525	1046	333	322	179	189	84	54	4,235
finance-accounting	986	876	589	436	155	214	60	59	3,786
product-management	942	392	300	309	140	134	98	90	2,696
devops-cloud-sre	883	443	456	280	118	37	71	67	2,603
solutions-implementation-consulting	759	362	229	263	137	72	69	74	2,309
marketing-growth-comms	814	262	120	337	166	95	88	61	2,299
ai-ml-data-science	709	359	351	207	128	66	77	34	2,151
data-bi-analytics	358	345	386	228	61	54	62	43	1,782
people-hr-recruiting	648	292	179	151	53	88	32	47	1,691
enterprise-apps-erp-crm	261	318	427	48	33	35	31	74	1,348
qa-test-engineering	336	286	310	124	30	55	31	13	1,346

Cohort

USA

Other

India

Europe

APAC

Canada

Remote

Total

sales-bd-account-management

3339

1570

450

894

638

309

222

246

8,860

software-engineering

2682

1183

1766

931

306

242

362

150

8,408

customer-success-support

4863

796

397

423

210

200

7,616

program-project-business-analysis

1736

942

457

413

306

145

115

4,719

operations-procurement-supply-chain

1525

1046

333

322

179

189

4,235

finance-accounting

986

876

589

436

155

214

3,786

product-management

942

392

300

309

140

134

2,696

devops-cloud-sre

883

443

456

280

118

2,603

solutions-implementation-consulting

759

362

229

263

137

2,309

marketing-growth-comms

814

262

120

337

166

2,299

ai-ml-data-science

709

359

351

207

128

2,151

data-bi-analytics

358

345

386

228

1,782

people-hr-recruiting

648

292

179

151

1,691

enterprise-apps-erp-crm

261

318

427

1,348

qa-test-engineering

336

286

310

124

1,346

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 14:22 · 500 rep · 160 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
14:22 · 500 rep · 160 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.