Shakhtar Donetsk have scored in six of their last seven matches across all competitions, including emphatic wins in the Ukrainian league and Conference League group stage. They average 1.75 goals per Conference League game and create a notable number of big chances, though they do miss a fair few as well.

AZ Alkmaar arrive with a similarly positive attacking record, netting 17 goals in 10 Conference League games, and have a higher shot volume than their hosts. Their recent European away games show a willingness to attack but also a tendency to concede, as evidenced by an 8-8 away goal differential.

Both teams' defensive records are imperfect. Shakhtar have kept just three clean sheets in eight European matches, while AZ have managed six in ten, though their away form is shakier. Both sides have a habit of conceding in the final 30 minutes, which can open up late goals.

The tactical setups (Shakhtar's 4-1-4-1 and AZ's 4-2-3-1) are both geared toward progressive play and midfield control, with key creative and attacking players available for both teams. Shakhtar's lineup highlights a strong Brazilian attacking presence, while AZ's midfield and wide players are among their main threats.

Recent form suggests neither side is dominant defensively, and both are comfortable playing on the front foot. The only previous head-to-head ended in a score draw, and the neutral venue in Krakow reduces any true home advantage for Shakhtar.

Market odds reflect an expectation of goals, with 'Over 2.5' odds dropping and BTTS heavily favored in fan polls. External predictions are split between narrow home wins and high-scoring draws, but the data suggests that backing goals is less risky than picking a winner.

In summary, both teams are more reliable going forward than at the back, and the tactical, statistical, and situational context favors a goal-based approach as the safest and most probable outcome.