AdoptOS

Assistance with Open Source adoption

ETL
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
  • warning: preg_replace(): The /e modifier is no longer supported, use preg_replace_callback instead in /home/mykidsin/public_adoptos_html/includes/unicode.inc on line 349.
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Snowflake and SnapLogic: An unstoppable combination

SnapLogic - Thu, 02/07/2019 - 07:55

I have had the privilege of working for two of the most successful technology companies in the data space – Snowflake Computing [data warehousing as a service (DWaaS)] and SnapLogic [integration platform as a service (iPaaS)]. These experiences have been really valuable in shaping me as a data professional. As a result of working for[...] Read the full article here. The post Snowflake and SnapLogic: An unstoppable combination appeared first on SnapLogic.

Categories: ETL

Spinning up Cloud-scale Analytics is now Even More Compelling with Talend and Microsoft

Talend - Thu, 02/07/2019 - 07:30

Today, we’re excited to share two announcements that make adopting Microsoft Azure SQL Data Warehouse (ADW) a no-brainer.

First, ADW significantly increased the lead over the competition with the new price-performance benchmarks published by GigaOm, showing exponential price-performance improvements over similar solutions. This should be especially interesting to large enterprises with legacy, on-premises data warehouse deployments that can benefit from the best-in-class performance, security, and unmatched cost advantages of Azure SQL Data Warehouse. Second, Stitch Data Loader, our recent addition to help support our small and mid-market customers, now supports Microsoft Azure SQL Data Warehouse destinations. With Stitch Data Loader, customers can load 5 million rows/month into Azure SQL Data Warehouse for free, or scale up to an unlimited amount of rows with a subscription. All across the industry, there is a rapid shift to the cloud. Utilizing fast, flexible, and secure cloud data warehouse is an important first step in that journey. With Microsoft Azure SQL Data Warehouse and Stitch Data Loader companies can get started faster than ever. The fact that ADW can be up to 14x faster, and 94% less expensive than similar options in the marketplace, should only help further accelerate adoption of cloud scale analytics by customers of all sizes. An intro to Microsoft Azure SQL Data Warehouse Azure SQL Data Warehouse is a fully managed cloud data warehouse for enterprises of any size that combines lightning-fast query performance with industry-leading data security. With ADW, users are billed for compute and storage resources independently. You can increase storage when you need to without being forced to increase compute capacity simultaneously, so you pay for only what you need. Azure SQL Data Warehouse’s elastic scalability also makes it fast and cost-effective to scale compute and storage resources with latency measured in seconds or minutes. That means you no longer have to perform the preload transformations required with ETL. Instead, you can load all of your raw data into your data warehouse, then define transformations in SQL and run them in the data warehouse at query time. This new sequence has changed ETL into ELT. Building pipelines to the cloud with Stitch Data Loader The Stitch team built the Azure SQL Data Warehouse integration with the help of Microsoft engineers. The solution leverages Azure Blob Storage and PolyBase to get data into the Azure cloud and ultimately loaded to SQL Data Warehouse. We take care of all issues with data type transformation between source and destination, schema changes, and bulk loading. To start moving data, just specify your host address and database name and provide authentication credentials. Stitch will then start loading data from all of your sources in minutes. Stitch Data Loader enables Azure SQL Data Warehouse users to analyze data from more than 90 data sources, including databases, SaaS tools, and ad networks. We also sponsor and integrate with the Singer open source ETL project, which makes it easy to get additional or custom data sources into Azure SQL Data Warehouse. Stitch’s destination switching feature also makes it easy for existing Stitch users to take their existing integrations and start loading them into Azure SQL Data Warehouse right away. Going further with Talend Cloud and Azure SQL Data Warehouse What if you’re ready to scale out your data warehousing efforts and layer on data transformation, profiling, and quality? Talend Cloud offers many more sources as well as more advanced data processing and data quality features that are available within the ADW and the Azure Platform. With over 900 connectors available, you’ll be able to move all your data, no matter the format or source. With data preparation and additional security features built-in, you can get Azure-ready in no time. Take Uniper for instance. Using Azure and Talend Cloud, they built a cloud-based data analytics platform to integrate over 100 data sources including temperature and IoT sensors, from various external and internal sources. They constructed the full flow of business transactions — spanning market analytics, trading, asset management, and post-trading — while enabling data governance and self-service, resulting in reduced integration costs by 80% and achieving ROI in 6 months. What next?

Learn more about how you can use Stitch and Azure SQL Data Warehouse to build your data analytics stack. The post Spinning up Cloud-scale Analytics is now Even More Compelling with Talend and Microsoft appeared first on Talend Real-Time Open Source Data Integration Software.
Categories: ETL

How to build an API strategy in five easy steps

SnapLogic - Wed, 02/06/2019 - 17:51

By now, most companies understand that if they do not embrace digital ecosystems, they will trail behind those that do. Imagine an airline refusing to share its flight schedules and pricing data with third-party travel sites – an exchange that is common in the travel industry and that typifies a digital ecosystem. Such an airline[...] Read the full article here. The post How to build an API strategy in five easy steps appeared first on SnapLogic.

Categories: ETL

How Euronext is Utilizing Real-Time Data to Become a “Data Trader”

Talend - Tue, 02/05/2019 - 19:36

Following its split from the New York Stock Exchange in 2014, Euronext became the first pan-European exchange in the eurozone, fusing together the stock markets of Amsterdam, Brussels, Dublin, Lisbon, and Paris. Euronext uses Optiq, an incredible trading platform, which is the active memory of 100 TB transactions, with systems that practically work in nanoseconds. But for analytics, sometimes Euronext had to wait six to twelve hours after market close on days with important events before they could send the data to business units and clients. Also, Euronext’s storage needs continued to grow, especially following several acquisitions and with regulators, expecting that Euronext store more and more data. Migrating to a Governed Cloud Euronext chose Talend Big Data to absorb real-time data in an AWS data lake, including internal data from its own trading platform and external data, such as from Reuters and Bloomberg. In an ultra-regulated world, Talend Data Catalog has also proven to be highly adept at meeting the challenges of data lake governance and regulatory compliance. “In the stock exchange sector, we follow three watchwords: integrity, because it is impossible to lose a single order; permanent availability; and governance in a highly-regulated market. Talend has met these expectations.” – Abderrahmane Belarfaoui, Chief Data Officer Making the Most of Stock Market Data Beyond the improved architecture, the migration is also positioning Euronext to become a “data trader.” In fact, the sale of data already brings in 20% of Euronext’s revenues. Traders actually sell, buy, and make their investment decisions in milliseconds. They have a huge appetite for aggregated data in real time. In addition to clients, this project also involves giving data scientists and business units self-service access to this data, which they can analyze in data sandboxes for tasks such as market monitoring. Watch the full case study below:  The post How Euronext is Utilizing Real-Time Data to Become a “Data Trader” appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

How to enable failover support within SnapLogic

SnapLogic - Fri, 02/01/2019 - 12:53

Failovers can be a nightmare for organizations if not properly managed. Failover is a backup operational mode in which the functions of a system component such as a processor, server, network, or database are assumed by secondary system components when the primary component becomes unavailable through either failure or scheduled downtime.  The failover procedure is[...] Read the full article here. The post How to enable failover support within SnapLogic appeared first on SnapLogic.

Categories: ETL

How Bayer Pharmaceuticals Found the Right Prescription for Clinical Data Access

Talend - Thu, 01/31/2019 - 17:05

Like other pharmaceutical companies, Bayer Pharmaceuticals conducts research to discover new drugs, test and validate their effectiveness and safety, and introduce them to the market. That process requires accumulating, analyzing and storing vast amounts of clinical data coming from patients and healthy volunteers, which is recorded on an electronic case report form (eCRF). Data is also collected from laboratories and electronic devices and all data is automatically anonymized at the point of collection. Bayer wanted to gather more data about its drugs to comply with documentation requirements such as those in GxP, a collection of quality guidelines and regulations created by the U.S. Food and Drug Administration (FDA). Building a microservices-based architecture To make it faster and easier for researchers to analyze drug development data, the company deployed a microservices-based architecture for its data platform. dGerman software developer QuinScape GmbH helped Bayer deploy the Talend-powered Karapit framework, which the company is using to integrate several clinical databases and support the pharmacokinetics dataflow and biosampling parts of the drug development process. “Through Talend microservices, we can obtain clinical pharmacokinetic data more rapidly in order to determine drug doses and better characterize compounds and adhere to quality processes” – Dr. Ivana Adams, Project Manager, Translational Science Systems Understanding pharmacokinetics data to optimize drug doses The role of pharmacokinetics (PK) in drug discovery can be described simply as the study of “what a body does to a drug,” and includes the rate and extent to which drugs are absorbed into the body and distributed to the body tissues. It also includes the rate and pathways by which drugs are eliminated from the body by metabolism and excretion. Understanding these processes is extremely important for prescribers because they form the basis for the optimal dose regimen and explain the inter-individual variations in the response to drug therapy Having clean, verified traceable clinical data saves development time, accelerates the process of determining proper dosage and drug interactions, and leaves a clear audit trail as per FDA GxP guidelines. Read the full case study here.  The post How Bayer Pharmaceuticals Found the Right Prescription for Clinical Data Access appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

Integration platform as a service (iPaaS) vs. API management: Why choose just one?

SnapLogic - Wed, 01/30/2019 - 13:41

Some organizations remain unconvinced of the need for an application programming interface (API) management solution. This is especially true of those that already use an integration platform as a service (iPaaS) to integrate their applications and data. Part of the reluctance stems from confusion around what sets the two solutions apart. Nevertheless, the fact is[...] Read the full article here. The post Integration platform as a service (iPaaS) vs. API management: Why choose just one? appeared first on SnapLogic.

Categories: ETL

Unlock the power of data

SnapLogic - Tue, 01/29/2019 - 15:37

Previously published on globalbankingandfinance.com.  The old adage that the finance department spends 90 percent of their time acquiring, cleaning up, validating and verifying data—and 10 percent analysing it—still holds true in many organisations. This is often due to technology systems and applications that don’t “speak” to each other. This sorry state of affairs can no[...] Read the full article here. The post Unlock the power of data appeared first on SnapLogic.

Categories: ETL

Businesses must integrate Artificial Intelligence (AI) now or fall further behind

Talend - Mon, 01/28/2019 - 10:50

This article was originally published on Venture Beat Artificial intelligence became one of the hottest tech topics in 2017 and is still attracting attention and investments. Although scientists have been working on the technology and heralding its numerous anticipated benefits for more than four decades, it’s only in the past few years that society’s artificial intelligence dreams have come to fruition. The impact AI applications stand to have on both consumer and business operations is profound. For example, a New York-based Harley Davidson dealer incorporated the Albert Algorithm AI-driven marketing platform into his marketing mix and saw a 2,930 percent increase in sales leads that helped triple his business over the previous year. Unfortunately, success stories like this aren’t as common as the more prevalent failed AI pilot projects. However, with growing volumes of raw data about people, places, and things, plus increasing compute power and real-time processing speeds, immediate AI applicability and business benefits are becoming a reality. According to a survey by Cowen and Company, 81 percent of IT leaders are currently investing in or planning to invest in AI, as CIOs have mandated that their companies need to integrate AI into their entire technology stacks. Another 43 percent are evaluating and doing an AI proof of concept, and 38 percent already have operational AI applications and are planning to invest more. Additionally, McKinsey research estimates tech giants spent $20 to $30 billion on AI in 2016, with 90 percent of it going to R&D and deployment and 10 percent to AI acquisitions. Industry analyst firm IDC predicts artificial intelligence will grow to be a $47 billion market by 2020, with a CAGR of 55 percent. Of that market, IDC forecasts companies will spend some $18 billion on software applications, $5 billion on software platforms, and $24 billion on services and hardware. With this level of investment, if your business doesn’t already have a strategy to incorporate AI or machine learning (ML) into your development efforts by 2019, then you risk irrelevancy. The AI race is heating up Google, Amazon, and Facebook lead the AI race, with Microsoft Corp. investing a lot of time and resources to catch up. These companies already have thousands of researchers on staff and billions of dollars set aside to invest in capturing the next generation of leading data scientists — giving them a huge head start over the rest of the market. For example:

  • Of Google’s 25,000 engineers, currently only a few thousand are proficient in machine learning — roughly 10 percent — but Jeff Dean, Google Senior Fellow, would like that number to be closer to 100 percent.
  • In its first year of operation, the AI and Research group at Microsoft grew by 60 percent through hiring and acquisitions.
  • Over 750 Facebook engineers and 40 different product teams are using a piece of software called FBLearner Flow, which helps them leverage AI and ML. The company has trained more than a million models on the new software.
These tech giants are just a few of the serious artificial intelligence contenders in the market today. There is only so much talent to go around, making it hard and very expensive for smaller companies to attract and retain the skilled workers required to make their AI dreams a reality. This doesn’t just impact recruiting efforts, but also the time required to conduct new employee onboarding, training, and supervised learning to effectively scale AI programs. << Free On-Demand Webinar “The Fundamentals of Machine Learning” >> Most companies lack the connected, analytical infrastructure and general knowledge needed to apply AI and ML to its fullest extent. Engineers must be able to securely access data without having to deal with multiple layers of authentication, which is often the case if a company has several siloed data warehouses or enterprise resource planning application systems. Before IT leaders attempt to successfully deploy or conquer an enterprise-wide AI strategy, they must have the ability to bring large data sets together from several disparate and varied data sources into a centralized, scalable, and governed data repository. An Artificial Intelligence services marketplace is developing While it’s clear that the use of AI is becoming more prominent, not all companies have the IT budgets needed to recruit the talent required to build AI-fueled applications in-house. Thus, what we can expect to see more immediately is the emergence of an AI services marketplace. We’re already seeing examples of this emerge. Many companies are beginning to offer AI self-service tools that have become both easier to use for the non-data scientist and less expensive to acquire. Much like mobile app stores, these new AI marketplaces will resell specialized AI services and algorithms that companies can instantly buy and implement within their businesses. This model makes it easier for companies with a more modest budget to keep some skin in the game and remain competitive in the race for AI. The post Businesses must integrate Artificial Intelligence (AI) now or fall further behind appeared first on Talend Real-Time Open Source Data Integration Software.
Categories: ETL

Three traps that stifle modern enterprise integration

SnapLogic - Thu, 01/24/2019 - 13:46

A string of good decisions can easily propel a garage-born startup to greatness. But a few bad ones can bring even the most formidable organization to its knees. The key to minimizing costly decisions while maximizing profit-yielding ones is to make data the bedrock of your decision-making. Top companies have been making data-driven decisions for[...] Read the full article here. The post Three traps that stifle modern enterprise integration appeared first on SnapLogic.

Categories: ETL

Mastering Data and Self-Development at Lenovo

Talend - Thu, 01/24/2019 - 11:12

In 2012 when I worked at Lenovo, the company set out on a journey to create the Lenovo Unified Customer Intelligence (LUCI) platform. The decisions we made with regard to people and technology involved in that project helped to shape my self-development, relationships with others on the team, and relationship with executives. Data management leaders today are still facing a problem that has been around for years: How do we create systems and processes to move, transform, and deliver trusted data insights at the speed of business? To provide an understanding of how we solved this problem at Lenovo, it would be helpful if I shared a bit of background about myself. I come from a non-traditional background in that data and analytics is not where I started. My first position at Lenovo was as a digital analytics implementation manager, responsible for ensuring that all of the data collected at Lenovo.com integrated with digital solutions. I used quality assurance programs to establish trust. My web analytics team quickly realized that in order to create the value we wanted, we would need to integrate with many online and off-line data sources. Building Your Data Team & Self-Development This realization and the understanding that the team needed to build a new kind of platform was the beginning of a multi-year self-development journey. As I began to evaluate our needs against our internal platforms, I realized that none of them were capable of supporting our key requirements. “This realization and the understanding that the team needed to build a new kind of platform was the beginning of a multi-year self-development journey.” We needed an analytical platform that supported batch and streaming on 10-plus terabytes per year. We chose Tableau, R, and Python for the analytics layer and leveraged Amazon Web Services cloud databases for the storage layer. But we still needed to make a decision on the data integration layer. The 80/20 rule of data management came to mind: I refused to accept that 80% of the time would be spent on data wrangling and 20% spent on analysis. Our program had more than 60 endpoints, and change management needed to occur within one business day. We wanted 30% of our resources focused on data wrangling and 70% focused on business intelligence (BI) and analytics. To achieve this, we selected Talend for our integration technology, established one-week agile sprints, and leveraged our people to be integrators, implementers, and administrators. Building the IT and Business Relationship Organizational support for data integration was decentralized and often leveraged different vendors. It was considered an IT function and put in the background several layers removed from the business. I wanted to grow my team, and the only way I could do this was by creating value with business stakeholders. At this point, I created data architect roles that would become masters of their domains and cross-trained in others. These roles would be business facing so that architects would be working directly with the stakeholders. They were responsible for architecting, developing, and maintaining their own data solutions. A single data solution such as the voice of the customer pipeline could have more than 10 data sources, structured and unstructured data, varying volumes and velocities, translation and natural language processing loops, and multiple analytics and visualization outputs. Empowering data architects over such a large scope enabled them and the business to move at the pace that was needed for success. Working hand-in-hand, analysts began to understand the data wrangling processes, improving both the performance and quality of these processes. Most important, it helped them understand the value of an efficient data integration team. Relationships with Executives Business executives didn’t understand, nor were they interested in understanding, how a good data management practice can help drive the business forward. The first two to three years of my role was focused on delivering insights more efficiently. We tackled challenges such as having a dashboard that required six people over the course of a month to copy and paste in Excel to get an executive a view once a month. We got that down to half a person, automated, daily, and with quality checks. These wins give us the credibility and momentum to then connect data sets in different ways and to experiment with new analytics models. The larger business impacts and analytical wins came after we had a strong data integration and management practice. Today, many of those business executives understand what ETL is and why it’s important for their business. Some of my key learnings throughout this experience have been to drive a sense of ownership and business accessibility with the data architect function. The most important was to help my team to understand the “why”. Oftentimes the “why” of a business case is return on investment (ROI). I would vigorously enforce that the architects and engineers had to articulate how their actions were impacting a business objective, regardless of how far removed they were from the problem. This focus on ROI, understanding the why, empowering technical resources interfaced with the business, and giving more end-to-end ownership of these data processes are in my opinion the keys to building a successful data integration practice. The post Mastering Data and Self-Development at Lenovo appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

The true value of data

SnapLogic - Wed, 01/23/2019 - 14:01

Previously published on networkcomputing.co.uk.  Joining the likes of agile and innovative, the term data-centric has become part of the modern business lexicon. Whilst the most cynical might consider data-centricity merely a buzz term, the facts are undeniable: businesses of all sizes are sitting on swelling data stores, with valuable business insights hidden within. More data[...] Read the full article here. The post The true value of data appeared first on SnapLogic.

Categories: ETL

Are APIs becoming the keys to customer experience?

Talend - Wed, 01/23/2019 - 12:51

In recent years, APIs have encouraged the emergence of new services by facilitating collaboration between applications and databases of one or more companies. Beyond catalyzing innovation, APIs have also revolutionized the customer-company relationship, allowing it to provide an accurate and detailed picture of the consumer at a time when a quality customer experience now counts as much as the price or capabilities of the product. APIs: A Bridge Between the Digital and Physical World Over the years, customer relationship channels have multiplied with consumers who can interact with their brands through stores, voice, email, mobile applications, the web or chatbots. The multiple points of interaction used by customers have made its journey more complex, forcing companies to consider data from these many channels to deliver the most seamless customer experience possible. To do this, they must synchronize data from one channel to another and cross-reference data related to its history with the brand. This is where APIs come into play. These interfaces allow data processing to refine customer knowledge and deliver a personalized experience. Thanks to a 360° customer view, the digital experience can be extended in store. The API acts as a bridge between the digital and physical world. The APIs also allow organizations to work with data in a more operational way and especially in real time. However, many companies still treat their loyal customers as if they’ve never interacted before. It is therefore not uncommon to have to reappear after several requests or to retrace the history of previous interactions, which can seriously damage the customer relationship. The challenge for companies is to deliver a seamless, consistent and personalized experience through real-time analysis. This will provide relevant information to account managers during interaction and allow them to have guidance on the next best action to take, in line with the client’s expectations. Even better, with APIs, we can predict the customer’s buying behavior and suggest services or products that meet their needs. Indeed, with the data collected, and thanks to the use of artificial intelligence, the cross-tabulations and instant analysis make it possible to refine the selection to offer an increasingly relevant and fluid experience, increasing customer loyalty and thus the economic performance of companies. The Importance of APIs with GDPR Recently, there has been a trend to empower consumers to control their data, after new regulations such as the European Payment Services Directive (PSD2) and GDPR came into force in May 2018. What do they have in common? They both give individuals control over their personal data with the ability to request, delete or share it with other organizations. Thus, within the framework of PSD2, it is now possible to manage your bank account or issue payments through an application that is not necessarily that of your bank. Through this, APIs provide companies the opportunity to offer a dedicated portal to their customers to enable them to manage their data autonomously and offer new, innovative payment services. For its part, companies will be able to better manage governance and the risks of fraudulent access to data. With an API, a company can proactively detect abnormal or even suspicious data access behaviors in near real time. APIs are the gateways between companies and their business data and are the answer to real needs that the market is beginning to meet with customer experience. However, many organizations have not yet understood the importance of implementing an API strategy, an essential part of digital transformation, as well as the cloud, and the emergence of increasingly data-driven organizations. APIs are the missing link between data and customer experience — a key companies need to start using. Ready to Learn More?  << Watch the webinar on-demand “APIs for Dummies” >> The post Are APIs becoming the keys to customer experience? appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

SnapLogic’s journey to becoming more data-driven

SnapLogic - Tue, 01/22/2019 - 16:17

Data is an important asset for every organization and empowers leaders to make fully informed business decisions. However, it has also become a major barrier for those who analyze the health of their organization and seek opportunities to improve business. In part one of my two-part series, I will detail how SnapLogic overcame these barriers[...] Read the full article here. The post SnapLogic’s journey to becoming more data-driven appeared first on SnapLogic.

Categories: ETL

How AB InBev is Using Data to Brew up the Best Customer Experience

Talend - Fri, 01/18/2019 - 16:01

AB InBev, headquartered in Belgium, is one of the largest fast-moving consumer goods (FMCG) companies in the world with a diverse portfolio of well over 500 beer brands, including Budweiser, Corona, Stella Artois, Beck’s, Hoegaarden and Leffe. When companies grow via external acquisitions, integrating the systems and data from acquired companies is always a challenge. For AB InBev, that challenge included a hybrid environment with both on-premises and cloud systems and a host of brewers operating as independent entities with their own internal systems. Also, like other alcoholic beverage producers, AB InBev must abide by strict regulations regarding gathering consumer information. Integrating systems and data from acquired companies AB InBev wanted to embark on a cloud journey, and Talend was built in that world. Talend extracts data from over 100 source systems, —realtime and batch, cloud and on-premises, ERP systems, data from IoT devices—and stores it in a data lake on Microsoft Azure. All data management work has to be done for multiple companies under the AB InBev umbrella and among the biggest benefits of the new IT architecture are simplification and reusability of processes to rapidly extract and provide access to data. Selling the best beers and making people happy Because AB InBev is leveraging reusable code, what used to take six months now takes six weeks. That translates into faster decisions. Now, with Talend Data Preparation, internal users spend only about 30 percent of their time gathering data and can spend 70 percent analyzing it. Data helps understand drinker tastes and analyze new demands from consumers for low-calorie beers for example or determine preferences for beers according to seasonality. Data also helps improve store and bar experiences, supply chain optimization, product development and more. Learn more  The post How AB InBev is Using Data to Brew up the Best Customer Experience appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

AI adoption: When will it be too late for you?

SnapLogic - Thu, 01/17/2019 - 15:49

Previously published on information-age.com.  While not every company has ambitions to be the next Amazon, none wants to be Sears. Yet to avoid the fate of the fallen, organizations must, to a certain extent, emulate the world’s most dominant firms. A core trait shared by industry titans like Amazon, Netflix, and Google worth imitating is the[...] Read the full article here. The post AI adoption: When will it be too late for you? appeared first on SnapLogic.

Categories: ETL

Data skills – Many hands make light work in a world awash with data

Talend - Thu, 01/17/2019 - 12:56

While the transformation to a data-driven culture needs to come from the top of the organization, data skills must permeate through all areas of the business.

Rather than being the responsibility of one person or department, assuring data availability and integrity must be a team sport in modern data-centric businesses. Everyone must be involved and made accountable throughout the process.  

The challenge for enterprises is to effectively enable greater data access among the workforce while maintaining oversight and quality.

The Evolution of the Data Team

Businesses are recognizing the value and opportunities that data creates. There is an understanding that data needs to be handled and processed efficiently. For some companies, this has led to the formation of a new department of data analysts and scientists.

The data team is led by a Chief Data Officer (CDO), a role that is set to become key to business success in the digital era, according to recent research from Gartner. While earlier iterations of roles within the data team centered on data governance, data quality and regulatory issues, the focus is shifting. Data analysts and scientists are now expected to contribute and deliver a data-driven culture across the company, while also driving business value. According to the Gartner survey, the skills required for roles within the data team have expanded to span data management, analytics, data science, ethics, and digital transformation. Businesses are clearly recognizing the importance of the data team’s functions and are making significant investments in it. Office budgets for the data team increased by an impressive 23% between 2016 and 2017 according to Gartner. What’s more, some 15% of the CDOs that took part in the study revealed that their budgets were more than $20 million for their departments, compared with just 7% who said the same in 2016. The increasing popularity and evolution of these new data roles has largely been driven by GDPR in Europe and by new data protection regulations in the US. And the evidence suggests that the position will be essential for ensuring the successful transfer of data skills throughout businesses of all sizes. The Data Skills Shortage Data is an incredibly valuable resource, but businesses can only unlock its full potential if they have the talent to analyze that data and produce actionable insights that help them to better understand their customers’ needs. However, companies are already struggling to cope with the big data ecosystem due to a skills shortage and the problem shows little sign of improving. In fact, Europe could see a shortage of up to 500,000 IT professionals by 2020, according to the latest research from consultancy firm Empirica. The rapidly evolving digital landscape is partly to blame as the skills required have changed radically in recent years. The required data science skills needed at today’s data-driven companies are more wide-ranging than ever before. The modern workforce is now required to have a firm grasp of computer science including everything from databases to the cloud, according to strategic advisor and best-selling author Bernard Marr. In addition, analytical skills are essential to make sense of the ever-increasing data gathered by enterprises, while mathematical skills are also vital as much of the data captured will be numerical as this is largely due to IoT and sensor data. These skills must also sit alongside more traditional business and communication skills, as well as the ability to be creative and adapt to developing technologies. The need for these skills is set to increase, with IBM predicting that the number of jobs for data professionals will rise by a massive 28% by 2020. The good news is that businesses are already recognizing the importance of digital skills in the workforce, with the role of Data Scientist taking the number one spot in Glassdoor’s Best Jobs in America for the past three years, with a staggering 4,524 positions available in 2018.  Data Training Employees Data quality management is a task that extends across all functional areas of a company. It, therefore, makes sense to provide the employees in the specialist departments with tools to ensure data quality in self-service. Cloud-based tools that can be rolled out quickly and easily in the departments are essential. This way, companies can gradually improve their data quality whilst also increasing the value of their data. While the number of data workers triples and to stay competitive with GDPR, businesses must think of good data management as a team sport. Investing in the Chief Data Officer role and data skills now will enable forward-thinking businesses to reap the rewards, both in the short-term and further into the future. The post Data skills – Many hands make light work in a world awash with data appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

How Uniper is providing sustainable energy for everyone with a modern digital platform

Talend - Tue, 01/15/2019 - 17:53

The energy industry supplies electrical power to consumers from a variety of sources, including gas-based and hydroelectric plants, as well as nuclear and coal-based power plants. As temperature, economic and political events occur along with changes in demography, preferences and technology, shifting demand and supply interact to form prices in competitive energy markets. 

Supply and demand need to be managed on a daily second-by-second basis, otherwise blackouts may occur. In this complex world of ever-changing technologies and markets, Uniper, who ranks among large energy generation and trading companies in Europe, didn’t have data readily available to make decisions. Once the idea of an organization-wide data strategy emerged, Uniper decided to go with a public cloud solution for reasons of scalability and cost. Uniper concluded that Talend would be the best cloud integration platform for their cloud architecture. Providing self-service data and analytics in real time To create the Uniper Data Analytics Platform, Uniper selected Talend to integrate more than 120 internal and external data sources into a Snowflake central data lake in the Microsoft Azure Cloud. Data governance, provided by Talend Data Catalog, was also essential to the success of the data lake that contains data from very disparate sources. By enabling integration, centralization, and standardization of Uniper’s most valuable data, Talend gives Uniper a single point of truth for decision support. Employees in selected departments now have access to data in self-service mode enabling faster to make the right decisions while ensuring high data quality and governance. Integration costs have been reduced by more than 80% and the data lake project was profitable within 6 months.   Trading successfully and managing risk Uniper’s team is a mix of business and IT staff who collaborate to address specific business use cases and solve real pain points for the company. Now that the relevant information is aggregated in the data lake, questions from traders that previously required months of research can now be answered by market analysis teams right away. Speed is critical because the earlier trading teams can react, the earlier they can take a position and that can make a difference of millions of euros. Once traders have taken a position, Uniper gets real-time information from sensors in the plants, which monitors their status and receives early warnings if components need to be replaced, and ramps up or ramps down production depending on demand. Post trade, the Uniper data lake and Talend have also greatly reduced operational risk and helped easily meet regulatory challenges.   The post How Uniper is providing sustainable energy for everyone with a modern digital platform appeared first on Talend Real-Time Open Source Data Integration Software.

Categories: ETL

SnapLogic in 2018: A month-by-month review

SnapLogic - Tue, 01/15/2019 - 17:42

The new year has already started with a bang for SnapLogic and the integration platform as a service (iPaaS) industry. The iPaaS industry, the darling of the middleware market, is seeing unprecedented growth and is outpacing all other integration technologies. While its too early to assess how fast it grew in 2018, if history is[...] Read the full article here. The post SnapLogic in 2018: A month-by-month review appeared first on SnapLogic.

Categories: ETL

Amid tech industry backlash, both sides need to give a little

SnapLogic - Wed, 01/09/2019 - 17:11

Previously published on The Hill.  As the tech industry faces continued backlash over the impact of what it puts out in the world, we need a better way to balance innovation with civic responsibility. In this negotiation, both the industry and policymakers need to give a little ground. I won’t recount the litany of concerns[...] Read the full article here. The post Amid tech industry backlash, both sides need to give a little appeared first on SnapLogic.

Categories: ETL
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