SlideShare une entreprise Scribd logo
1  sur  113
Video Killed My Data Plan
How to Deliver Video Quickly, Beautifully, and without stalls
Doug Sillars
NodeJS Edinburgh
February 5, 2019
@DougSillars
Contact Me:
@DougSillars
Doug.Sillars@gmail.com
www.dougsillars.com
Doug Sillars
Freelance Developer Relations
Performance Audits: Web/Native
Workshops:
Performance/Images/Video
http://bit.ly/HighPerformanceAndroidApps
Video Consumption is Growing
https://www.recode.net/2017/6/8/15757594/future-internet-traffic-watch-live-video-facebook-google-netflix
Video Killed My Data Plan
Study of the Web
https://Webpagetest.org https://httparchive.org
WebPageTest
Tests Websites on Remote
Browsers
1. Enter Website
2. Set Test Location
3. Choose Device & Browser
4. Options
5. GO!
WebPageTest
Video Consumption is Growing
HTTPArchive: Sites with Video 15/6 crawls: 2017, & 2018 (out of 500k sites)
Video Use on the Web
HTTPArchive
Video Use on the Web
HTTPArchive
Video Use on the Web
HTTPArchive
Video Use on the Web
HTTPArchive
Video Quality Metrics
1.Does the Video Start?
2.Does the Video Stall?
3.Does it Look Good?
Video Quality Metrics
1.Does the Video Start?
2.Does the Video Stall?
3.Does it Look Good?
Video Delivery Optimisation will
solve many of these issues!
15
Video
Buffer Rage: a state of uncontrollable
fury or violent anger induced by delayed
or interrupted streaming video content
http://www.ineoquest.com/press-releases/new-research-reveals-buffer-rage-as-techs-newest-epidemic
Video Startup
Conviva creen_Streaming_TV_Census_Report_FINAL.pdf
Q1 2018: Video Startup
16.9B total Video plays
400M Fail to Start
2B Abandoned before Start
~800M hours of video
playback lost
Video Fails To Start
Video Startup Failure
Video Startup
Conviva creen_Streaming_TV_Census_Report_FINAL.pdf
Q1 2018: Video Startup
Average Video Start Time:
N. America: 4.91s
Asia: 3.00s
Europe: 4.30s
Video Startup Delay
After 2 seconds,
every additional
second corresponds
to 5.8% increase in
abandonment
https://www.akamai.com/kr/ko/multimedia/documents/technical-publication/video-stream-quality-impacts-viewer-behavior-inferring-causality-using-quasi-experimental-designs-technical-publication.pdf
Video Startup Delay
https://www.akamai.com/kr/ko/multimedia/documents/technical-publication/video-stream-quality-impacts-viewer-behavior-inferring-causality-using-quasi-experimental-designs-technical-publication.pdf
Sites with Video: Mobile V. Desktop
HTTPArchive: Sites with Video 7/15/2018
Mobile:
36,485
Desktop:
55,048
Sites with Video: Mobile V. Desktop
HTTPArchive: Sites with Video 7/15/2018
36,485 55,048
30,442
Sites with Video: Mobile V. Desktop
HTTPArchive: Sites with Video 7/15/2018
36,485 55,048
30,442
83% of mobile
Desktop: 207k video requests
Mobile: 185k video requests
19% of videos are IDENTICAL on
desktop and mobile
Video Quality Metrics
1.Does the Video Start?
2.Does the Video Stall?
3.Does it Look Good?
19% of videos are IDENTICAL on
desktop and mobile
Image Optimization
Image Quality
(85% or SSIM)
Image Format
Responsive Image
Image Optimization
2.53 MB
1.68MB
1.28 MB
1.24MB (WebP)
204 KB (1400px wide)
Image Quality
(85% or SSIM)
Image Format
Responsive Image
http://res.cloudinary.com/dougsillars/image/upload/q_auto,f_auto,w_1400/v1532673490/IMG_20150625_192917267_o4
bvyk.jpg
Image Optimization
HTTPArchive 15/06/2018
Video Optimization?
HTTPArchive 15/06/2018
Video
Video Compression
• Video is broken into a Group of Pictures (GOP)
• I-Frame: Full Image
• P-Frame: uses vectors to forward predict colors (50% size of I-Frame)
• B: Frame: Forward/backward predicted with vectors (25% size of I-
Frame)
https://en.wikipedia.org/wiki/Inter_frame#P-frame
Video Compression over Time
• P-Frames
Video Compression over Time
• B-Frames
Video Compression over Time
• P & B Frame vectors
Animated GIFs
Animated GIFs
“The Graphics Interchange Format is not
intended as a platform for animation, even
though it can be done in a limited way.”
-GIF89a Specification
https://www.w3.org/Graphics/GIF/spec-gif89a.txt
Animated GIFs
Original MP4
1.4 MB
Animated GIFs
Animated GIF
3.8 MB
270% larger
Animated GIFs
No GOP Compression
Animated GIFs: as Video?
MP4: 256 colors
247KB
93% smaller
Animated GIFs: Social Media
Animated GIFs: Social Media
#FAKENEWS
Animated GIFs: Social Media
Animated GIFs: as Video!
Video Tags:
<video loop autoplay muted playsinline controls = "false” src="goats.mp4”/>
Img tags are fast!
<picture>
<source type="video/mp4" srcset=”goats.mp4">
<source type="image/webp" srcset=”goats.webp">
<img src=”goats.gif">
</picture>
https://calendar.perfplanet.com/2017/animated-gif-without-the-gif/
Video Stats: File Extensions
Video: Different Size Screens
• (at least) 19% of all videos are identical on mobile and desktop
Video: Different Size Screens
• (at least) 19% of all videos are identical on mobile and desktop
17 MB
960 x 540
83s
1.78 MBPS
Video: Different Size Screens
• (at least) 19% of all videos are identical on mobile and desktop
17 MB
960 x 540
83s
1.78 MBPS
Video: Different Size Screens
• (at least) 19% of all videos are identical on mobile and desktop
17 MB
960 x 540
83s
1.78 MBPS
Downscale to 1.37 MBPS:
http://res.cloudinary.com/dougsill
ars/video/upload/vc_auto/v15334
48727/asset_1800K_ncjqnf.mp4
Quality = 70
Audio 22k
13.3 MB (22% savings)
640x360: 6.4 MB (62% savings)
Video: Don’t Download More on Mobile
Desktop Mobile
Video: Don’t Download More on Mobile
Desktop Mobile
@media only screen and (min-width:1024px)
Don’t Download Video That Is Not Displayed
Video
Preload = “auto”
Only use with high probability video views!
Video Preload
• preload = “metadata”
• Only downloads first x% of the video
Video Preload
• preload = “metadata”
• Only downloads first x% of the video
Video Preload
• preload = “metadata”
• Only downloads first x% of the video
Video Preload
• preload = “metadata”
150s
1920x1080
Full Length: 97MB
Use with discretion. Mind your
customer’s data plans.
Video: Preload
• preload = “auto||metadata”
Best Practices:
• Auto: Avoid unless high probability of play
• Metadata: medium probability of play – YMMV
Background Video
Video Background
Video (as Downloaded): 5.3 MB
Video 5 MB
Audio 250 KB 5% of file
Best Practice:
To save bandwidth, remove the audio stream from videos that
are played silently.
Video Background: Mobile
Best Practice:
If Viewport will not support Video…
Don’t Download it
Background Video
Video Background
Video Background
33.6 MB
27s
2560 x 1226
10 MBPS
Video Background
Best Practice:
Resize Video to reasonable size.
33.6 MB
27s
2560 x 1226
10 MBPS
Video Background
Best Practice:
Resize Video to reasonable size.
PROTIP: Renaming the file is not enough…
Video Resizing
• 1920x1080: 8.1 MB
• 1280x720: 4.3 MB
• 1080x608: 3.3 MB
• 720x405: 1.76 MB
http://res.cloudinary.com/dougsillars/video/upload/vc_auto,w_720/v1533591785/depend_p2ryou.mp4
Video Background: Mobile
Video Is Not Cheap
Video Is Not Cheap
Video Is Not Cheap
Video Is Not Cheap
Video Is Not Cheap
After 20 free videos
Each Video Download costs:
Video Is Not Cheap
Video Is Not Cheap
Best Practices (So Far…)
1. DPR: Use Judiciously on mobile.
2. If Video will be hidden…Don’t Download it. (Resize
it!)
3. Avoid preload = Auto.
1. Be careful with preload=metadata.
4. For Silent Movies: Strip out audio track.
5. Don’t duplicate Video Traffic.
6. Big Files Can Cost Big $$
7. Respect your Mobile Users’ data plans.
Video Streaming
Video Streaming
Manifest File:
List of Available
Streams
Player Chooses a Stream Stream Manifest:
List of Video Segments
Player Downloads
Segments into buffer
Video Plays
Video Plays
Optimizing Video Delivery
Video Streaming
Player can estimate
network throughput
Optimal video Bitrate
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Video Tracks
Video Tracks (iFrames)
Audio Tracks &
Subtitles
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Video Tracks
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Video Streaming
HTTPArchive: Sites with Video 7/15/2018
30,442 sites
83% of mobile
15,985 mobile TS files
14,081 desktop TS files
Desktop => Mobile
1,928 TS files are identical
Approximates First Stream Choice
Optimizing Video Delivery
Video Streaming
Manifest File:
List of Available
Streams
Player selects high
bitrate stream Stream Manifest:
List of Video Segments
Buffer takes a long
time to fill
Video Does Not Play
Player chooses low
bitrate
Buffer Fills Quickly
Video Plays
Video Startup
Conviva creen_Streaming_TV_Census_Report_FINAL.pdf
Q1 2018: Video Startup
Average Video Start Time:
N. America: 4.91s
Asia: 3.00s
Europe: 4.30s
Video Streaming: Startup Time
Low -> High
High => Low
Middle (Goldilocks)
Video Startup
10s 11s 12s 13s 14s 15s 16s 17s
4k Low->High:
4K Middle
(Goldilocks):
4k:High->Low:
Video Startup
4k Low->High:
4K Middle
(Goldilocks):
4k:High->Low:
PROs: CONS:
Fast Startup Initial Quality: Low
Other Connections:
Initial Quality: Low
Very slow startup
Fast Connections:
Initial Quality: High
Initial Quality: Good
Initial Startup: Not
fast, but not slow
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Teal: Video
Gray: Audio
With a separate audio track –
you can specify en, de, es
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8 Testing with WebPageTest 3G
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
Testing with WebPageTest 3G
Video Streaming: Manifest File
600k.m3u8
Video Streaming: Manifest File
600k.m3u8
Video Streaming: Manifest File
https://hls.ted.com/talks/2208.m3u8
The Spengler
Crossing the Streams
Crossing the Streams
24 simultaneous streams @ 400-600 KBPS!!
245 MB of data in < 4 minutes.
Third Parties
No initial Video Download, but expect 700KB -1MB
additional JavaScript on page load
Third Parties: Facebook
HTTPArchive
Third Parties: Facebook
Summary
•Video files are big!
Best Practices
1. Resize Videos Appropriately for screen:
1. Quality
2. Bitrate
3. Dimensions/DPR
Respect your Mobile Users’ data plans!
Best Practices
1.
2. If Video will be hidden…Don’t Download it.
3. Avoid preload = Auto.
1. Be careful with preload=metadata.
4. For Silent Movies: Strip out audio track.
5. Don’t duplicate Video Traffic.
Respect your Mobile Users’ data plans!
Best Practices
3. Avoid preload = Auto.
1. Be careful with preload=metadata.
4. For Silent Movies: Strip out audio track.
5. Don’t duplicate Video Traffic.
6. Streaming: Start at lower bitrate for faster startup
7. Streaming: Start at middle bitrate for better
startup quality.
8. Even bitrate changes to prevent stalls
9. Use correct bitrates in manifest to optimize
delivery
10. One video at a time for best quality
11. Audit any third party hosting for performance.
Respect your Mobile Users’ data plans!
Thank You
Respect your Mobile Users’ data plans!
https://www.smashingmagazine.com/2018/10/video-playback-on-the-web-part-1/
https://www.smashingmagazine.com/2018/10/video-playback-on-the-web-part-2/
https://dougsillars.com/2018/08/21/excess-video-download-on-embedded-facebook-pages/
Video Stats: Top Mobile Domains (over 1k
served)
Video Streaming: Video Size
HTTPArchive: Sites with Video 7/15/2018
Video Streaming: Video Size
HTTPArchive: Sites with Video 7/15/2018

Contenu connexe

Tendances

Warsawclouddays video
Warsawclouddays videoWarsawclouddays video
Warsawclouddays videoDoug Sillars
 
Its timetostopstalling gdg_hamburg
Its timetostopstalling gdg_hamburgIts timetostopstalling gdg_hamburg
Its timetostopstalling gdg_hamburgDoug Sillars
 
Its timetostopstalling swp_munich
Its timetostopstalling swp_munichIts timetostopstalling swp_munich
Its timetostopstalling swp_munichDoug Sillars
 
Its timetostopstalling mot_paris
Its timetostopstalling mot_parisIts timetostopstalling mot_paris
Its timetostopstalling mot_parisDoug Sillars
 
Its timetostopstalling pentabar
Its timetostopstalling pentabarIts timetostopstalling pentabar
Its timetostopstalling pentabarDoug Sillars
 
Its timetostopstalling gdgdusseldorf
Its timetostopstalling gdgdusseldorfIts timetostopstalling gdgdusseldorf
Its timetostopstalling gdgdusseldorfDoug Sillars
 
Its timetostopstalling limerick
Its timetostopstalling limerickIts timetostopstalling limerick
Its timetostopstalling limerickDoug Sillars
 
Mobile App Performance, Dublin MOT
Mobile App Performance, Dublin MOTMobile App Performance, Dublin MOT
Mobile App Performance, Dublin MOTDoug Sillars
 
Fastandbeautiful porto
Fastandbeautiful portoFastandbeautiful porto
Fastandbeautiful portoDoug Sillars
 
Fastandbeautiful full stackporto
Fastandbeautiful full stackportoFastandbeautiful full stackporto
Fastandbeautiful full stackportoDoug Sillars
 
Fastandbeautiful dublin php
Fastandbeautiful dublin phpFastandbeautiful dublin php
Fastandbeautiful dublin phpDoug Sillars
 
Fastandbeautiful full stacklondon
Fastandbeautiful full stacklondonFastandbeautiful full stacklondon
Fastandbeautiful full stacklondonDoug Sillars
 
Edi react fastandbeautiful
Edi react fastandbeautifulEdi react fastandbeautiful
Edi react fastandbeautifulDoug Sillars
 

Tendances (20)

Video js zagreb
Video js zagrebVideo js zagreb
Video js zagreb
 
Warsawclouddays video
Warsawclouddays videoWarsawclouddays video
Warsawclouddays video
 
Corkgdg video
Corkgdg videoCorkgdg video
Corkgdg video
 
Armadajs video
Armadajs videoArmadajs video
Armadajs video
 
Vilnius py video
Vilnius py videoVilnius py video
Vilnius py video
 
Gdg lublin video
Gdg lublin videoGdg lublin video
Gdg lublin video
 
Krakow video
Krakow videoKrakow video
Krakow video
 
Portogdg video
Portogdg videoPortogdg video
Portogdg video
 
Its timetostopstalling gdg_hamburg
Its timetostopstalling gdg_hamburgIts timetostopstalling gdg_hamburg
Its timetostopstalling gdg_hamburg
 
Its timetostopstalling swp_munich
Its timetostopstalling swp_munichIts timetostopstalling swp_munich
Its timetostopstalling swp_munich
 
Its timetostopstalling mot_paris
Its timetostopstalling mot_parisIts timetostopstalling mot_paris
Its timetostopstalling mot_paris
 
Its timetostopstalling pentabar
Its timetostopstalling pentabarIts timetostopstalling pentabar
Its timetostopstalling pentabar
 
Its timetostopstalling gdgdusseldorf
Its timetostopstalling gdgdusseldorfIts timetostopstalling gdgdusseldorf
Its timetostopstalling gdgdusseldorf
 
Its timetostopstalling limerick
Its timetostopstalling limerickIts timetostopstalling limerick
Its timetostopstalling limerick
 
Mobile App Performance, Dublin MOT
Mobile App Performance, Dublin MOTMobile App Performance, Dublin MOT
Mobile App Performance, Dublin MOT
 
Fastandbeautiful porto
Fastandbeautiful portoFastandbeautiful porto
Fastandbeautiful porto
 
Fastandbeautiful full stackporto
Fastandbeautiful full stackportoFastandbeautiful full stackporto
Fastandbeautiful full stackporto
 
Fastandbeautiful dublin php
Fastandbeautiful dublin phpFastandbeautiful dublin php
Fastandbeautiful dublin php
 
Fastandbeautiful full stacklondon
Fastandbeautiful full stacklondonFastandbeautiful full stacklondon
Fastandbeautiful full stacklondon
 
Edi react fastandbeautiful
Edi react fastandbeautifulEdi react fastandbeautiful
Edi react fastandbeautiful
 

Similaire à NodeJS Edinburgh Video Killed My Data Plan

IBC Content Everywhere Hub Presentation: HTML5 And Fastest Encoding
IBC Content Everywhere Hub Presentation: HTML5 And Fastest EncodingIBC Content Everywhere Hub Presentation: HTML5 And Fastest Encoding
IBC Content Everywhere Hub Presentation: HTML5 And Fastest EncodingBitmovin Inc
 
Imagesandvideo tallinn
Imagesandvideo tallinnImagesandvideo tallinn
Imagesandvideo tallinnDoug Sillars
 
Ux connect london_fastandbeautiful
Ux connect london_fastandbeautifulUx connect london_fastandbeautiful
Ux connect london_fastandbeautifulDoug Sillars
 
Imagesandvideo stockholm webmeetup
Imagesandvideo stockholm webmeetupImagesandvideo stockholm webmeetup
Imagesandvideo stockholm webmeetupDoug Sillars
 
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That Matter
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That MatterBitmovin LIVE Tech Talks: 5 Analytics Metrics That Matter
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That MatterBitmovin Inc
 
Its timetostopstalling androidcork
Its timetostopstalling androidcorkIts timetostopstalling androidcork
Its timetostopstalling androidcorkDoug Sillars
 
JS Days HTML5 Flash and the Battle for Faster Cat Videos
JS Days HTML5 Flash and the Battle for Faster Cat VideosJS Days HTML5 Flash and the Battle for Faster Cat Videos
JS Days HTML5 Flash and the Battle for Faster Cat VideosGreg Schechter
 
Imagesandvideo stockholm fastandbeautiful
Imagesandvideo stockholm fastandbeautifulImagesandvideo stockholm fastandbeautiful
Imagesandvideo stockholm fastandbeautifulDoug Sillars
 
HTML5, Flash, and the Battle For Faster Cat Videos
HTML5, Flash, and the Battle For Faster Cat VideosHTML5, Flash, and the Battle For Faster Cat Videos
HTML5, Flash, and the Battle For Faster Cat VideosGreg Schechter
 
Its timetostopstalling gdg_zurich
Its timetostopstalling gdg_zurichIts timetostopstalling gdg_zurich
Its timetostopstalling gdg_zurichDoug Sillars
 
Its timetostopstalling sw_mobile_bristol
Its timetostopstalling sw_mobile_bristolIts timetostopstalling sw_mobile_bristol
Its timetostopstalling sw_mobile_bristolDoug Sillars
 
HTML5 video & Amazon elastic transcoder - FCIP August 2014
HTML5 video & Amazon elastic transcoder - FCIP August 2014HTML5 video & Amazon elastic transcoder - FCIP August 2014
HTML5 video & Amazon elastic transcoder - FCIP August 2014RZasadzinski
 
GDD HTML5, Flash, and the Battle for Faster Cat Videos
GDD HTML5, Flash, and the Battle for Faster Cat VideosGDD HTML5, Flash, and the Battle for Faster Cat Videos
GDD HTML5, Flash, and the Battle for Faster Cat VideosGreg Schechter
 
Its Time To Stop Stalling BerlinDroid
Its Time To Stop Stalling BerlinDroidIts Time To Stop Stalling BerlinDroid
Its Time To Stop Stalling BerlinDroidDoug Sillars
 
Mobile App and Web Performance Testing
Mobile App and Web Performance TestingMobile App and Web Performance Testing
Mobile App and Web Performance TestingDoug Sillars
 
Its timetostopstalling londroid
Its timetostopstalling londroidIts timetostopstalling londroid
Its timetostopstalling londroidDoug Sillars
 

Similaire à NodeJS Edinburgh Video Killed My Data Plan (19)

IBC Content Everywhere Hub Presentation: HTML5 And Fastest Encoding
IBC Content Everywhere Hub Presentation: HTML5 And Fastest EncodingIBC Content Everywhere Hub Presentation: HTML5 And Fastest Encoding
IBC Content Everywhere Hub Presentation: HTML5 And Fastest Encoding
 
Imagesandvideo tallinn
Imagesandvideo tallinnImagesandvideo tallinn
Imagesandvideo tallinn
 
Ux connect london_fastandbeautiful
Ux connect london_fastandbeautifulUx connect london_fastandbeautiful
Ux connect london_fastandbeautiful
 
Imagesandvideo stockholm webmeetup
Imagesandvideo stockholm webmeetupImagesandvideo stockholm webmeetup
Imagesandvideo stockholm webmeetup
 
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That Matter
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That MatterBitmovin LIVE Tech Talks: 5 Analytics Metrics That Matter
Bitmovin LIVE Tech Talks: 5 Analytics Metrics That Matter
 
Its timetostopstalling androidcork
Its timetostopstalling androidcorkIts timetostopstalling androidcork
Its timetostopstalling androidcork
 
JS Days HTML5 Flash and the Battle for Faster Cat Videos
JS Days HTML5 Flash and the Battle for Faster Cat VideosJS Days HTML5 Flash and the Battle for Faster Cat Videos
JS Days HTML5 Flash and the Battle for Faster Cat Videos
 
Imagesandvideo stockholm fastandbeautiful
Imagesandvideo stockholm fastandbeautifulImagesandvideo stockholm fastandbeautiful
Imagesandvideo stockholm fastandbeautiful
 
HTML5, Flash, and the Battle For Faster Cat Videos
HTML5, Flash, and the Battle For Faster Cat VideosHTML5, Flash, and the Battle For Faster Cat Videos
HTML5, Flash, and the Battle For Faster Cat Videos
 
GDG Leeds
GDG LeedsGDG Leeds
GDG Leeds
 
Its timetostopstalling gdg_zurich
Its timetostopstalling gdg_zurichIts timetostopstalling gdg_zurich
Its timetostopstalling gdg_zurich
 
Its timetostopstalling sw_mobile_bristol
Its timetostopstalling sw_mobile_bristolIts timetostopstalling sw_mobile_bristol
Its timetostopstalling sw_mobile_bristol
 
HTML5 video & Amazon elastic transcoder - FCIP August 2014
HTML5 video & Amazon elastic transcoder - FCIP August 2014HTML5 video & Amazon elastic transcoder - FCIP August 2014
HTML5 video & Amazon elastic transcoder - FCIP August 2014
 
GDD HTML5, Flash, and the Battle for Faster Cat Videos
GDD HTML5, Flash, and the Battle for Faster Cat VideosGDD HTML5, Flash, and the Battle for Faster Cat Videos
GDD HTML5, Flash, and the Battle for Faster Cat Videos
 
Its Time To Stop Stalling BerlinDroid
Its Time To Stop Stalling BerlinDroidIts Time To Stop Stalling BerlinDroid
Its Time To Stop Stalling BerlinDroid
 
Mm sys 2013-demo
Mm sys 2013-demoMm sys 2013-demo
Mm sys 2013-demo
 
GDG Manchester
GDG ManchesterGDG Manchester
GDG Manchester
 
Mobile App and Web Performance Testing
Mobile App and Web Performance TestingMobile App and Web Performance Testing
Mobile App and Web Performance Testing
 
Its timetostopstalling londroid
Its timetostopstalling londroidIts timetostopstalling londroid
Its timetostopstalling londroid
 

Plus de Doug Sillars

Fastandbeautiful belfast
Fastandbeautiful belfastFastandbeautiful belfast
Fastandbeautiful belfastDoug Sillars
 
Fastandbeautiful gdg sacremento
Fastandbeautiful gdg sacrementoFastandbeautiful gdg sacremento
Fastandbeautiful gdg sacrementoDoug Sillars
 
Fastandbeautiful gd glittlerock
Fastandbeautiful gd glittlerockFastandbeautiful gd glittlerock
Fastandbeautiful gd glittlerockDoug Sillars
 
Fastandbeautiful webinale
Fastandbeautiful webinaleFastandbeautiful webinale
Fastandbeautiful webinaleDoug Sillars
 
Ai powered images-pythonljubjana
Ai powered images-pythonljubjanaAi powered images-pythonljubjana
Ai powered images-pythonljubjanaDoug Sillars
 
Fastandbeautiful zagrebtechsauna
Fastandbeautiful zagrebtechsaunaFastandbeautiful zagrebtechsauna
Fastandbeautiful zagrebtechsaunaDoug Sillars
 
Ai powered images-gdgtirana
Ai powered images-gdgtiranaAi powered images-gdgtirana
Ai powered images-gdgtiranaDoug Sillars
 
A rt gallery pantalks
A rt gallery pantalksA rt gallery pantalks
A rt gallery pantalksDoug Sillars
 
Ai powered images-sarajevo
Ai powered images-sarajevoAi powered images-sarajevo
Ai powered images-sarajevoDoug Sillars
 
A rt gallery hub387
A rt gallery hub387A rt gallery hub387
A rt gallery hub387Doug Sillars
 
Ai powered images-zurichpydata
Ai powered images-zurichpydataAi powered images-zurichpydata
Ai powered images-zurichpydataDoug Sillars
 
Fastandbeautiful vienna
Fastandbeautiful viennaFastandbeautiful vienna
Fastandbeautiful viennaDoug Sillars
 
Ai powered images-opieaivienna
Ai powered images-opieaiviennaAi powered images-opieaivienna
Ai powered images-opieaiviennaDoug Sillars
 
A rt gallery devfestlondon
A rt gallery devfestlondonA rt gallery devfestlondon
A rt gallery devfestlondonDoug Sillars
 
Fastandbeautiful devfest london
Fastandbeautiful devfest londonFastandbeautiful devfest london
Fastandbeautiful devfest londonDoug Sillars
 
A rt gallery cardiff
A rt gallery cardiffA rt gallery cardiff
A rt gallery cardiffDoug Sillars
 
Ai powered images-mobileera
Ai powered images-mobileeraAi powered images-mobileera
Ai powered images-mobileeraDoug Sillars
 
Fastandbeautiful oredev
Fastandbeautiful oredevFastandbeautiful oredev
Fastandbeautiful oredevDoug Sillars
 
A rt gallery oredev
A rt gallery oredevA rt gallery oredev
A rt gallery oredevDoug Sillars
 

Plus de Doug Sillars (20)

Fastandbeautiful belfast
Fastandbeautiful belfastFastandbeautiful belfast
Fastandbeautiful belfast
 
Fastandbeautiful gdg sacremento
Fastandbeautiful gdg sacrementoFastandbeautiful gdg sacremento
Fastandbeautiful gdg sacremento
 
Fastandbeautiful gd glittlerock
Fastandbeautiful gd glittlerockFastandbeautiful gd glittlerock
Fastandbeautiful gd glittlerock
 
Fastandbeautiful webinale
Fastandbeautiful webinaleFastandbeautiful webinale
Fastandbeautiful webinale
 
Ai powered images-pythonljubjana
Ai powered images-pythonljubjanaAi powered images-pythonljubjana
Ai powered images-pythonljubjana
 
Fastandbeautiful zagrebtechsauna
Fastandbeautiful zagrebtechsaunaFastandbeautiful zagrebtechsauna
Fastandbeautiful zagrebtechsauna
 
Vkmdp cologne
Vkmdp cologneVkmdp cologne
Vkmdp cologne
 
Ai powered images-gdgtirana
Ai powered images-gdgtiranaAi powered images-gdgtirana
Ai powered images-gdgtirana
 
A rt gallery pantalks
A rt gallery pantalksA rt gallery pantalks
A rt gallery pantalks
 
Ai powered images-sarajevo
Ai powered images-sarajevoAi powered images-sarajevo
Ai powered images-sarajevo
 
A rt gallery hub387
A rt gallery hub387A rt gallery hub387
A rt gallery hub387
 
Ai powered images-zurichpydata
Ai powered images-zurichpydataAi powered images-zurichpydata
Ai powered images-zurichpydata
 
Fastandbeautiful vienna
Fastandbeautiful viennaFastandbeautiful vienna
Fastandbeautiful vienna
 
Ai powered images-opieaivienna
Ai powered images-opieaiviennaAi powered images-opieaivienna
Ai powered images-opieaivienna
 
A rt gallery devfestlondon
A rt gallery devfestlondonA rt gallery devfestlondon
A rt gallery devfestlondon
 
Fastandbeautiful devfest london
Fastandbeautiful devfest londonFastandbeautiful devfest london
Fastandbeautiful devfest london
 
A rt gallery cardiff
A rt gallery cardiffA rt gallery cardiff
A rt gallery cardiff
 
Ai powered images-mobileera
Ai powered images-mobileeraAi powered images-mobileera
Ai powered images-mobileera
 
Fastandbeautiful oredev
Fastandbeautiful oredevFastandbeautiful oredev
Fastandbeautiful oredev
 
A rt gallery oredev
A rt gallery oredevA rt gallery oredev
A rt gallery oredev
 

Dernier

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 

Dernier (20)

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 

NodeJS Edinburgh Video Killed My Data Plan

Notes de l'éditeur

  1. www.kidzania.com
  2. www.kidzania.com
  3. www.kidzania.com
  4. www.kidzania.com
  5. www.depend.com
  6. www.depend.com
  7. www.depend.com
  8. www.depend.com
  9. www.depend.com
  10. www.govisland.com
  11. www.govisland.com
  12. www.govisland.com
  13. www.govisland.com
  14. www.govisland.com
  15. www.govisland.com
  16. www.govisland.com
  17. www.govisland.com
  18. www.govisland.com
  19. www.govisland.com
  20. www.govisland.com
  21. www.govisland.com