Where the name came from, and the sentence almost everyone gets wrong. The phrase reached the U.S. Reports in 1917, in Hall v. Geiger-Jones Co., one of three cases decided on January 22 of that year that the Reports style "The Blue Sky Cases", the others being Caldwell v. Sioux Falls Stock Yards Co. on the South Dakota statute and Merrick v. Halsey & Co. on the Michigan one. Upholding Ohio's law, the Court wrote that the name given to it "indicates the evil at which it is aimed", and then borrowed a phrase from an earlier case to say what that evil was: speculative schemes with no more basis than so many feet of blue sky. What the Court did not do is coin the phrase. It attributes the wording to a cited case, and in the very next clause attributes a second colorful description to counsel in another case. Any account that credits the Supreme Court with inventing the term contradicts the opinion it is citing.
The federal preemption is narrower and stranger than "federal law wins". Section 18 of the Securities Act, in the form Congress gave it in 1996, provides that no state law "requiring, or with respect to, registration or qualification of securities" shall apply to a covered security, and separately bars any state from imposing conditions "based on the merits of such offering or issuer" on the offer or sale of one. That second clause ends state merit review for covered securities, and merit review is the thing state regulation could do that the federal system does not: a state examiner could refuse an offering as unfair or inequitable, while the SEC describes its own registration process as disclosure examined for compliance with disclosure requirements, leaving investors "not the government" to judge whether to buy. The statute then lists what counts as a covered security, including a security listed or authorized for listing on a national securities exchange, a security issued by a registered investment company, a security sold to "qualified purchasers" as the SEC defines that phrase by rule, and securities sold in several categories of exempt offering.
What the states kept is not a remnant. Section 18 expressly preserves state authority in two directions. On fraud, a state's securities regulator retains jurisdiction under state law "to investigate and bring enforcement actions" with respect to "fraud or deceit" or "unlawful conduct by a broker, dealer, or funding portal". On paperwork, the section permits states to keep requiring that documents filed with the SEC also be filed with them, together with periodic sales data, "solely for notice purposes and the assessment of any fee". So an issuer selling a covered security into a state may still owe that state a notice filing and a check; what it no longer owes is a registration or a merit determination. And the SEC's own summary of state law is a reminder that registration of offerings was never the whole of it: licensing of brokerage firms, their brokers and investment adviser representatives runs through state law and was untouched.
The overlap with federal antifraud law is deliberate. A single course of conduct can violate the federal antifraud provisions and state law at the same time, and the state action does not have to wait for the federal one. The state route also carries a remedy the federal one does not: because the state licenses the firm and the individual, it can act against that license administratively rather than only by going to court.
Most state statutes share a common ancestor. NASAA records that the current uniform model is the Uniform Securities Act of 2002, which supersedes the Uniform Securities Act of 1956 and the Revised Uniform Securities Act of 1985 as amended in 1988, and that most state securities laws are based on one of the three models, with some states drawing on more than one and a few having laws that are unique or only loosely based on a model. The practical consequence for a reader is that state securities law is familiar in shape from one jurisdiction to the next and different in detail, so a specific answer requires the specific state's statute.
A note on where the phrase does and does not appear. "Blue sky" is not federal statutory language. It appears nowhere in the short-title sections of the Securities Act or the Securities Exchange Act, nor anywhere in section 18, the provision that does the preempting. It survives because it is a useful shorthand for a body of law with fifty-odd separate names.