careerOS — daily scanner dashboard

India expansion tracker

India jobs

7,776

13.0% of pool

vs launch baseline

+2,383

baseline 5,393 on 2026-06-29

role-family coverage

20/20

India jobs represented across taxonomy

role-tag coverage

100.0%

7,776 tagged India rows

jsonapi health

failed

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

new jobs, 14d

31,707

distinct URLs added to cohort_reports

Fresh pool: 135,799 / 158,991. Lowest India role-family counts: mobile-engineering 47 · legal-risk-compliance 74 · design-ux-content 103 · embedded-vlsi-hardware 107 · marketing-growth-comms 119 · people-hr-recruiting 227

India by city

City bucket	Jobs	Share
Bangalore	2,904	37.3%	████████████████████████
Hyderabad	998	12.8%	████████
Pune	909	11.7%	████████
Mumbai	485	6.2%	████
Gurgaon	384	4.9%	███
Delhi	94	1.2%	█
Noida	177	2.3%	█
Chennai	530	6.8%	████
Other India	1,295	16.7%	███████████

India by role family

Role family	India jobs	Share
software-engineering	1,893	24.3%
finance-accounting	654	8.4%
enterprise-apps-erp-crm	579	7.4%
sales-bd-account-management	453	5.8%
customer-success-support	447	5.7%
data-bi-analytics	433	5.6%
devops-cloud-sre	427	5.5%
ai-ml-data-science	392	5.0%
program-project-business-analysis	384	4.9%
qa-test-engineering	333	4.3%
product-management	299	3.8%
operations-procurement-supply-chain	292	3.8%
solutions-implementation-consulting	257	3.3%
cybersecurity-risk-iam	256	3.3%
people-hr-recruiting	227	2.9%

India role family × focus city

Role family	Bangalore	Hyderabad	Pune	Mumbai	Gurgaon	Delhi	Noida	Chennai	India
software-engineering	782	283	262	49	62	9	34	165	1,893
finance-accounting	203	79	68	78	58	6	20	37	654
enterprise-apps-erp-crm	243	97	75	15	22	6	10	37	579
sales-bd-account-management	99	25	13	102	32	25	10	25	453
customer-success-support	135	40	56	30	34	5	7	35	447
data-bi-analytics	168	65	51	21	25	3	8	31	433
devops-cloud-sre	203	41	49	13	25	1	5	32	427
ai-ml-data-science	146	60	38	25	17	4	5	24	392
program-project-business-analysis	125	51	56	22	25	5	13	22	384
qa-test-engineering	130	40	55	8	6	3	9	26	333
product-management	125	41	38	11	8	4	11	9	299
operations-procurement-supply-chain	77	43	28	28	22	7	10	27	292

Role family

Bangalore

Hyderabad

Pune

Mumbai

Gurgaon

Delhi

Noida

Chennai

India

software-engineering

782

283

262

165

1,893

finance-accounting

203

654

enterprise-apps-erp-crm

243

579

sales-bd-account-management

102

453

customer-success-support

135

447

data-bi-analytics

168

433

devops-cloud-sre

203

427

ai-ml-data-science

146

392

program-project-business-analysis

125

384

qa-test-engineering

130

333

product-management

125

299

operations-procurement-supply-chain

292

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	371	376	███

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

371

376

███

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

Country	Jobs	%
USA	20,112	34%	████████████████████████
Other	10,096	17%	████████████
India	7,762	13%	█████████
Europe	6,812	11%	████████
UK	2,937	5%	████
APAC	2,186	4%	███
Canada	1,808	3%	██
Germany	1,355	2%	██
Remote	1,090	2%	█
LatAm	889	1%	█
Brazil	848	1%	█
Mexico	820	1%	█
Australia	759	1%	█
Singapore	707	1%	█
Middle East	453	1%	█
Africa	406	1%
Japan	394	1%
South Korea	262	0%
Israel	246	0%
Unknown	58	0%

Country

Jobs

USA

20,112

34%

████████████████████████

Other

10,096

17%

████████████

India

7,762

13%

█████████

Europe

6,812

11%

████████

2,937

████

APAC

2,186

███

Canada

1,808

██

Germany

1,355

██

Remote

1,090

█

LatAm

889

█

Brazil

848

█

Mexico

820

█

Australia

759

█

Singapore

707

█

Middle East

453

█

Africa

406

Japan

394

South Korea

262

Israel

246

Unknown

Remote jobs by region · 19,142 remote jobs

Region	Jobs	%
USA	6,837	36%	████████████████████████
Europe	3,563	19%	█████████████
India	1,315	7%	█████
UK	1,105	6%	████
Canada	1,014	5%	████
Remote	986	5%	███
Other	738	4%	███
Germany	629	3%	██
Brazil	627	3%	██
APAC	613	3%	██
LatAm	446	2%	██
Mexico	288	2%	█
Australia	235	1%	█
Africa	185	1%	█
Middle East	155	1%	█
Singapore	130	1%
Japan	105	1%
Israel	80	0%
South Korea	78	0%
Unknown	13	0%

Region

Jobs

USA

6,837

36%

████████████████████████

Europe

3,563

19%

█████████████

India

1,315

█████

1,105

████

Canada

1,014

████

Remote

986

███

Other

738

███

Germany

629

██

Brazil

627

██

APAC

613

██

LatAm

446

██

Mexico

288

█

Australia

235

█

Africa

185

█

Middle East

155

█

Singapore

130

Japan

105

Israel

South Korea

Unknown

Cohort × region · top 15 cohorts

Cohort	USA	Other	India	Europe	UK	APAC	Canada	Germany	Total
software-engineering	2549	1150	1889	1140	345	318	449	154	8,829
sales-bd-account-management	3019	1487	452	952	599	262	223	291	8,427
customer-success-support	3250	924	445	519	217	200	120	115	6,336
program-project-business-analysis	1509	911	383	425	263	141	126	74	4,300
finance-accounting	1132	910	654	520	172	215	92	75	4,269
operations-procurement-supply-chain	1322	894	292	285	129	180	70	95	3,666
product-management	1045	444	299	379	128	100	141	94	2,991
solutions-implementation-consulting	841	385	257	324	166	68	58	76	2,611
devops-cloud-sre	837	400	426	310	104	36	62	32	2,440
marketing-growth-comms	817	283	119	330	176	115	103	111	2,379
ai-ml-data-science	698	294	392	355	127	94	82	52	2,330
data-bi-analytics	372	384	433	243	84	55	35	32	1,977
people-hr-recruiting	674	281	227	225	76	91	44	27	1,867
enterprise-apps-erp-crm	320	340	577	111	62	32	37	28	1,695
cybersecurity-risk-iam	520	235	256	189	59	22	46	24	1,496

Cohort

USA

Other

India

Europe

APAC

Canada

Germany

Total

software-engineering

2549

1150

1889

1140

345

318

449

154

8,829

sales-bd-account-management

3019

1487

452

952

599

262

223

291

8,427

customer-success-support

3250

924

445

519

217

200

120

115

6,336

program-project-business-analysis

1509

911

383

425

263

141

126

4,300

finance-accounting

1132

910

654

520

172

215

4,269

operations-procurement-supply-chain

1322

894

292

285

129

180

3,666

product-management

1045

444

299

379

128

100

141

2,991

solutions-implementation-consulting

841

385

257

324

166

2,611

devops-cloud-sre

837

400

426

310

104

2,440

marketing-growth-comms

817

283

119

330

176

115

103

111

2,379

ai-ml-data-science

698

294

392

355

127

2,330

data-bi-analytics

372

384

433

243

1,977

people-hr-recruiting

674

281

227

225

1,867

enterprise-apps-erp-crm

320

340

577

111

1,695

cybersecurity-risk-iam

520

235

256

189

1,496

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
2026-08-16	—	● failed 00:04 · 0 rep · 0 disc
2026-08-15	● succeeded 00:31 · 0 rep · 0 disc · 20 err	● failed 23:04 · 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 23:17 · 355 rep · 68 disc

Date

agent_scan

jsonapi

2026-08-16

—

● failed
00:04 · 0 rep · 0 disc

2026-08-15

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

● failed
23:04 · 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
23:17 · 355 rep · 68 disc

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