careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,677

12.8% of pool

vs launch baseline

+2,284

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,677 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,716

distinct URLs added to cohort_reports

Fresh pool: 136,787 / 158,991. Lowest India role-family counts: mobile-engineering 23 · legal-risk-compliance 70 · embedded-vlsi-hardware 97 · design-ux-content 105 · marketing-growth-comms 111 · people-hr-recruiting 151

India by city

City bucket	Jobs	Share
Bangalore	2,890	37.6%	████████████████████████
Hyderabad	1,087	14.2%	█████████
Pune	907	11.8%	████████
Mumbai	480	6.3%	████
Gurgaon	391	5.1%	███
Delhi	116	1.5%	█
Noida	145	1.9%	█
Chennai	427	5.6%	████
Other India	1,234	16.1%	██████████

India by role family

Role family	India jobs	Share
software-engineering	1,879	24.5%
enterprise-apps-erp-crm	579	7.5%
finance-accounting	569	7.4%
sales-bd-account-management	511	6.7%
program-project-business-analysis	491	6.4%
devops-cloud-sre	482	6.3%
data-bi-analytics	393	5.1%
customer-success-support	384	5.0%
ai-ml-data-science	379	4.9%
product-management	311	4.1%
qa-test-engineering	310	4.0%
operations-procurement-supply-chain	301	3.9%
solutions-implementation-consulting	289	3.8%
cybersecurity-risk-iam	242	3.2%
people-hr-recruiting	151	2.0%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	823	320	248	46	42	17	43	121	1,879
enterprise-apps-erp-crm	210	137	70	15	14	12	7	28	579
finance-accounting	160	60	66	101	60	4	8	22	569
sales-bd-account-management	125	34	19	83	46	29	8	35	511
program-project-business-analysis	149	72	78	26	42	8	7	39	491
devops-cloud-sre	228	58	73	11	12	3	5	20	482
data-bi-analytics	146	70	40	30	14	2	8	29	393
customer-success-support	132	38	51	22	24	7	4	29	384
ai-ml-data-science	160	60	31	28	28	1	3	11	379
product-management	136	37	27	12	16	4	10	12	311
qa-test-engineering	106	45	46	14	11	8	12	12	310
operations-procurement-supply-chain	89	41	36	23	27	9	7	32	301

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

823

320

248

121

1,879

enterprise-apps-erp-crm

210

137

579

finance-accounting

160

101

569

sales-bd-account-management

125

511

program-project-business-analysis

149

491

devops-cloud-sre

228

482

data-bi-analytics

146

393

customer-success-support

132

384

ai-ml-data-science

160

379

product-management

136

311

qa-test-engineering

106

310

operations-procurement-supply-chain

301

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	7	7

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	20,289	34%	████████████████████████
Other	10,269	17%	████████████
India	7,652	13%	█████████
Europe	6,709	11%	████████
UK	2,881	5%	███
APAC	1,984	3%	██
Canada	1,890	3%	██
Germany	1,316	2%	██
Remote	1,141	2%	█
LatAm	920	2%	█
Australia	817	1%	█
Brazil	815	1%	█
Mexico	809	1%	█
Singapore	739	1%	█
Middle East	443	1%	█
Africa	399	1%
Japan	383	1%
South Korea	258	0%
Israel	235	0%
Unknown	51	0%

Country

Jobs

USA

20,289

34%

████████████████████████

Other

10,269

17%

████████████

India

7,652

13%

█████████

Europe

6,709

11%

████████

2,881

███

APAC

1,984

██

Canada

1,890

██

Germany

1,316

██

Remote

1,141

█

LatAm

920

█

Australia

817

█

Brazil

815

█

Mexico

809

█

Singapore

739

█

Middle East

443

█

Africa

399

Japan

383

South Korea

258

Israel

235

Unknown

Remote jobs by region · 18,943 remote jobs

Region	Jobs	%
USA	7,143	38%	████████████████████████
Europe	3,231	17%	███████████
India	1,238	7%	████
UK	1,076	6%	████
Canada	1,047	6%	████
Remote	1,005	5%	███
Other	880	5%	███
Germany	656	3%	██
Brazil	581	3%	██
LatAm	453	2%	██
APAC	416	2%	█
Mexico	275	1%	█
Australia	248	1%	█
Africa	192	1%	█
Middle East	146	1%
Singapore	119	1%
Japan	97	1%
Israel	76	0%
South Korea	52	0%
Unknown	12	0%

Region

Jobs

USA

7,143

38%

████████████████████████

Europe

3,231

17%

███████████

India

1,238

████

1,076

████

Canada

1,047

████

Remote

1,005

███

Other

880

███

Germany

656

██

Brazil

581

██

LatAm

453

██

APAC

416

█

Mexico

275

█

Australia

248

█

Africa

192

█

Middle East

146

Singapore

119

Japan

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
sales-bd-account-management	3401	1478	509	903	619	350	229	290	8,969
software-engineering	2546	1293	1872	1096	318	186	452	189	8,747
customer-success-support	3141	824	384	441	197	191	87	78	5,854
program-project-business-analysis	1608	1020	491	437	233	142	156	65	4,690
finance-accounting	1053	848	567	469	176	210	89	56	3,955
operations-procurement-supply-chain	1400	907	301	291	142	181	74	94	3,842
product-management	1045	497	311	344	108	92	131	93	2,922
devops-cloud-sre	816	429	479	370	142	35	86	53	2,695
solutions-implementation-consulting	856	370	289	304	165	79	80	76	2,609
ai-ml-data-science	716	302	378	323	125	75	80	51	2,346
marketing-growth-comms	781	258	111	297	163	86	69	70	2,180
data-bi-analytics	399	390	392	292	95	60	66	38	2,022
enterprise-apps-erp-crm	285	335	573	117	59	27	49	20	1,669
people-hr-recruiting	522	278	151	265	69	73	51	34	1,667
qa-test-engineering	364	289	310	160	31	45	35	24	1,407

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

sales-bd-account-management

3401

1478

509

903

619

350

229

290

8,969

software-engineering

2546

1293

1872

1096

318

186

452

189

8,747

customer-success-support

3141

824

384

441

197

191

5,854

program-project-business-analysis

1608

1020

491

437

233

142

156

4,690

finance-accounting

1053

848

567

469

176

210

3,955

operations-procurement-supply-chain

1400

907

301

291

142

181

3,842

product-management

1045

497

311

344

108

131

2,922

devops-cloud-sre

816

429

479

370

142

2,695

solutions-implementation-consulting

856

370

289

304

165

2,609

ai-ml-data-science

716

302

378

323

125

2,346

marketing-growth-comms

781

258

111

297

163

2,180

data-bi-analytics

399

390

392

292

2,022

enterprise-apps-erp-crm

285

335

573

117

1,669

people-hr-recruiting

522

278

151

265

1,667

qa-test-engineering

364

289

310

160

1,407

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 20:04 · 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

Date

agent_scan

jsonapi

2026-08-15

● succeeded
00:31 · 0 rep · 0 disc · 20 err

● failed
20:04 · 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

● green=succeeded · orange=partial · red=failed · blue=running. Each cell: finish time · reports written · discoveries · errors.