careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,223

12.0% of pool

vs launch baseline

+1,830

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,223 tagged India rows

jsonapi health

succeeded

20/20 cohorts · 18m · 512 reports · 0 errors

new jobs, 14d

28,206

distinct URLs added to cohort_reports

Fresh pool: 162,321 / 260,191. Lowest India role-family counts: mobile-engineering 34 · legal-risk-compliance 46 · marketing-growth-comms 114 · design-ux-content 117 · embedded-vlsi-hardware 140 · people-hr-recruiting 203

India by city

City bucket	Jobs	Share
Bangalore	2,863	39.6%	████████████████████████
Hyderabad	972	13.5%	████████
Pune	856	11.9%	███████
Mumbai	443	6.1%	████
Gurgaon	313	4.3%	███
Delhi	88	1.2%	█
Noida	151	2.1%	█
Chennai	407	5.6%	███
Other India	1,130	15.6%	█████████

India by role family

Role family	India jobs	Share
software-engineering	1,610	22.3%
finance-accounting	565	7.8%
enterprise-apps-erp-crm	507	7.0%
program-project-business-analysis	453	6.3%
devops-cloud-sre	450	6.2%
sales-bd-account-management	446	6.2%
data-bi-analytics	418	5.8%
ai-ml-data-science	366	5.1%
customer-success-support	361	5.0%
operations-procurement-supply-chain	325	4.5%
qa-test-engineering	316	4.4%
solutions-implementation-consulting	266	3.7%
product-management	248	3.4%
cybersecurity-risk-iam	238	3.3%
people-hr-recruiting	203	2.8%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	750	271	184	46	40	7	37	97	1,610
finance-accounting	197	53	81	73	51	5	12	22	565
enterprise-apps-erp-crm	216	106	73	11	9	2	14	19	507
program-project-business-analysis	134	60	76	30	32	4	15	33	453
devops-cloud-sre	192	60	61	13	11	3	8	23	450
sales-bd-account-management	86	21	18	88	32	37	7	32	446
data-bi-analytics	155	75	60	25	13	4	7	31	418
ai-ml-data-science	182	42	30	16	15	1	4	10	366
customer-success-support	124	30	58	20	23	·	1	30	361
operations-procurement-supply-chain	103	48	34	25	14	2	5	32	325
qa-test-engineering	125	35	59	15	15	4	12	20	316
solutions-implementation-consulting	86	35	32	13	9	4	·	9	266

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

750

271

184

1,610

finance-accounting

197

565

enterprise-apps-erp-crm

216

106

507

program-project-business-analysis

134

453

devops-cloud-sre

192

450

sales-bd-account-management

446

data-bi-analytics

155

418

ai-ml-data-science

182

366

customer-success-support

124

361

operations-procurement-supply-chain

103

325

qa-test-engineering

125

316

solutions-implementation-consulting

266

Quality scorecard

New jobs added per day

Date	Unique jobs	× cohorts
2026-10-15	4,606	4,726	████████████████████████
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	1,653	1,702	█████████

Date

Unique jobs

× cohorts

2026-10-15

4,606

4,726

████████████████████████

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

1,653

1,702

█████████

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

Country	Jobs	%
USA	21,823	36%	████████████████████████
Other	10,052	17%	███████████
India	7,204	12%	████████
Europe	6,215	10%	███████
UK	2,958	5%	███
APAC	2,210	4%	██
Canada	1,683	3%	██
Germany	1,252	2%	█
Remote	1,198	2%	█
LatAm	811	1%	█
Mexico	798	1%	█
Singapore	726	1%	█
Australia	683	1%	█
Brazil	680	1%	█
Middle East	408	1%
Japan	373	1%
Africa	347	1%
South Korea	291	0%
Israel	226	0%
Unknown	62	0%

Country

Jobs

USA

21,823

36%

████████████████████████

Other

10,052

17%

███████████

India

7,204

12%

████████

Europe

6,215

10%

███████

2,958

███

APAC

2,210

██

Canada

1,683

██

Germany

1,252

█

Remote

1,198

█

LatAm

811

█

Mexico

798

█

Singapore

726

█

Australia

683

█

Brazil

680

█

Middle East

408

Japan

373

Africa

347

South Korea

291

Israel

226

Unknown

Remote jobs by region · 17,333 remote jobs

Region	Jobs	%
USA	6,742	39%	████████████████████████
Europe	2,833	16%	██████████
India	1,110	6%	████
Remote	1,080	6%	████
UK	1,030	6%	████
Canada	899	5%	███
Other	722	4%	███
Germany	556	3%	██
APAC	515	3%	██
Brazil	453	3%	██
LatAm	421	2%	█
Mexico	232	1%	█
Australia	199	1%	█
Africa	120	1%
Singapore	119	1%
Middle East	105	1%
Japan	70	0%
South Korea	62	0%
Israel	57	0%
Unknown	8	0%

Region

Jobs

USA

6,742

39%

████████████████████████

Europe

2,833

16%

██████████

India

1,110

████

Remote

1,080

████

1,030

████

Canada

899

███

Other

722

███

Germany

556

██

APAC

515

██

Brazil

453

██

LatAm

421

█

Mexico

232

█

Australia

199

█

Africa

120

Singapore

119

Middle East

105

Japan

South Korea

Israel

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2600	1137	1608	990	350	258	365	167	8,261
sales-bd-account-management	2837	1328	446	914	560	300	170	280	7,860
customer-success-support	4796	826	359	381	190	195	76	68	7,388
program-project-business-analysis	1672	995	452	431	349	186	123	73	4,826
finance-accounting	1156	936	562	426	170	188	82	64	4,022
operations-procurement-supply-chain	1449	930	325	326	154	193	92	85	3,982
product-management	1008	415	247	348	129	117	116	74	2,784
devops-cloud-sre	904	467	449	286	131	36	82	34	2,667
solutions-implementation-consulting	844	400	266	241	175	59	90	66	2,508
marketing-growth-comms	863	242	114	301	165	93	100	81	2,251
ai-ml-data-science	647	354	364	260	114	74	73	61	2,216
data-bi-analytics	370	330	418	225	72	62	53	26	1,859
people-hr-recruiting	641	317	203	185	73	106	37	38	1,828
cybersecurity-risk-iam	464	305	237	220	65	18	53	31	1,564
enterprise-apps-erp-crm	249	282	502	71	26	52	22	18	1,382

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2600

1137

1608

990

350

258

365

167

8,261

sales-bd-account-management

2837

1328

446

914

560

300

170

280

7,860

customer-success-support

4796

826

359

381

190

195

7,388

program-project-business-analysis

1672

995

452

431

349

186

123

4,826

finance-accounting

1156

936

562

426

170

188

4,022

operations-procurement-supply-chain

1449

930

325

326

154

193

3,982

product-management

1008

415

247

348

129

117

116

2,784

devops-cloud-sre

904

467

449

286

131

2,667

solutions-implementation-consulting

844

400

266

241

175

2,508

marketing-growth-comms

863

242

114

301

165

100

2,251

ai-ml-data-science

647

354

364

260

114

2,216

data-bi-analytics

370

330

418

225

1,859

people-hr-recruiting

641

317

203

185

106

1,828

cybersecurity-risk-iam

464

305

237

220

1,564

enterprise-apps-erp-crm

249

282

502

1,382

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 12:20 · 512 rep · 142 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
12:20 · 512 rep · 142 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.