stats — Demo

All-time pipeline history for Demo · match bar = score ≥ 6.9
All titles1689 Data Engineer986 Software Engineer172 Analytics Engineer84 Azure Data Engineer70 Data Scientist61 Data Analyst59 Aws Data Engineer52 Consultant En Livraison Infrastructure Cloud Delivery Consultant Cloud Infrastructure Professional Services Canada47
Jobs scraped
22,721
Jobs evaluated
17,523
avg score 5.7
Matches ≥ 6.9 · Aws Data Engineer
52
0.3% of evaluated
Applied
12
4 reached interview
Median salary (matches)
$109k
across 4 postings with pay

Weekly volume — last 13 weeks

886
Jun 8
Jun 15
Jun 22
Jun 29
Jul 6
Jul 13
Jul 20
Jul 27
Aug 3
Aug 10
Aug 17
Aug 24
71 · 0
Aug 31
evaluated matched ≥ 6.9
table view
week ofevaluatedmatchedmatch rate
Jun 859510%
Jun 1558131%
Jun 2262420%
Jun 2952510%
Jul 657110%
Jul 1347800%
Jul 2046531%
Jul 2755410%
Aug 357510%
Aug 1053320%
Aug 1738272%
Aug 24886101%
Aug 317100%

Salary distribution — matched postings with pay (4 of 52)

4
100–120k
p25$109k
median$109k
p75$110k
$109k other
senior-tier · other levels — median $109k (4). Yearly-normalized midpoints of the posted ranges (hourly ×2080). Range $109k–$110k; currencies mixed as posted (CAD/USD).

Repeat-match companies (≥ 2 matches)

Apptoza Inc. 5 · avg 7.9
Iris Software Inc. 5 · avg 7.9
BMO Financial Group 3 · avg 8.4
J&M Group 3 · avg 8.2
Quantum World Technologies Inc. 3 · avg 7.8
BMO 2 · avg 8.4
Adastra Corporation 2 · avg 8.3
Fractal 2 · avg 8.3
Tekgence Inc 2 · avg 8.3
Virtusa 2 · avg 8.1
Astra-North Infoteck Inc. ~ Conquering today’s challenges, achieving tomorrow’s vision! 2 · avg 8.0
Tata Consultancy Services 2 · avg 8.0

Verdicts across matches

Lateral 41 · 75%
Title Regression 8 · 15%
Step Up 4 · 7%
Pivot 1 · 2%
unknown 1 · 2%

Top matched job titles

Data Engineer 986 · 431 sr · avg 7.9
Software Engineer 172 · 102 sr · avg 7.6
Analytics Engineer 84 · 32 sr · avg 8.0
Azure Data Engineer 70 · 9 sr · avg 7.7
Data Scientist 61 · 21 sr · avg 7.5
Data Analyst 59 · 13 sr · avg 7.5
Aws Data Engineer 52 · 8 sr · avg 8.0
Platform Engineer 42 · 12 sr · avg 7.6
Big Data Developer 41 · 0 sr · avg 7.6
Cloud Engineer 38 · 16 sr · avg 7.4
Data Platform Engineer 37 · 17 sr · avg 7.7
Seniority variants (senior / lead / staff / II…) fold into one family; = senior-tier postings, = other levels. Click a title or chip to narrow every section to it.

Common gaps flagged by the evaluator — Aws Data Engineer

aws 8
kafka 7
airflow 6
kinesis 6
10+ 6
time 4
streaming 4
real 4
cdk 4
cloud 4
lake 4
infrastructure 3
integration 3
dagster 3
From the evaluator's "key gap" note per job — themes, not a strict ranking; your own stack can appear as contrast.

Application funnel

Applied 12 · 100%
Screen 4 · 33%
Interview 2 · 17%
Offer 1 · 8%

What happened to them

In process 4 · 33%
Awaiting reply 0 · 0%
Ghosted 5 · 42%
Rejected 2 · 17%
Offer 1 · 8%
Stages are cumulative — an interview also counts in screen. In process = screen/interview underway; awaiting reply = applied < 21 days ago; ghosted = 21+ days with no reply.